confirmed means the target executed the input. negative means the probes reached it.
Version 2.39.0 · MIT · Python 3.8+ · zero third-party dependencies
RCEKit is an RCE detection & confirmation toolkit for authorised penetration testing, red teaming and security research. Point it at a target you are allowed to test — a URL or a captured HTTP request — and every finding comes back with the tier it earned.
Every confirmed rests on a value RCEKit generated at random for that probe and
that reflection cannot produce: a computed result present in the response and
absent from a payload-free control, or an out-of-band callback carrying a token
only the target ever held. Weaker signals keep their own tiers and are never
promoted into it. And a run that could not test something never reports it as
clean.
RCEKit confirms RCE through multiple methods under one CLI. Below it is pointed at real, publicly-documented CVEs in production software — each verdict differenced against a payload-free control:
| RCE class | --methods |
Real-world target | Verdict |
|---|---|---|---|
| OS command injection (results-based) | reflected |
Webmin 1.910 — CVE-2019-15107 | confirmed |
| Expression injection (OGNL) | eval |
Apache Struts2 — S2-001 | confirmed |
| Expression-lookup (Log4Shell/JNDI) | lookup |
Apache Solr 8.11.0 (Log4j 2.14.1) — CVE-2021-44228 | lookup-sink |
| Blind command injection (no output) | time |
Webmin 1.910 — CVE-2019-15107 | needs-review |
Every row is reproduced by tests/bench/, which runs RCEKit
against these builds under Docker and checks the verdict and its negative
control. Last run green at 2.36.0 (2026-09-20): 3/3 cases. That is a
point-in-time claim, not a continuous one -- the benchmark is run on a cadence,
not on every change.
Each control is the row's real test. Struts2 probed with reflected comes back
negative, because S2-001 re-evaluates OGNL and there is no shell behind it.
Webmin's time signal is held at needs-review on a target where it happens to
be right. And Solr probed with oob comes back negative although it is
exploitable -- oob builds shell commands and a ${jndi:...} sink runs none
of them, which is the gap lookup exists to close, measured rather than
asserted.
The Log4Shell row says lookup-sink, not confirmed: what the callback proves
is that the sink resolved a URI RCEKit chose. Reaching RCE needs a server that
answers the lookup with a loadable class, and at the default risk tier only
jndi:dns:// goes out -- a name lookup, with no connection past it for such a
server to answer on.
RCEKit has two supported shapes, and neither is a fallback for the other.
Install it — pipx keeps the CLI in its own environment, which is what you
want for a tool rather than a library:
pipx install rcekit # or: pip install rcekit
rcekit --doctor # confirms the corpus it will run withOr take just the one file. The payload corpus is built into the module, so
rcekit.py runs on its own with nothing beside it — no install step, no
site-packages, nothing to leave behind. On a client jump box, an air-gapped
host, or anywhere pip install is not an option:
curl -O https://raw.githubusercontent.com/kabiri-labs/rcekit/main/rcekit.py
python rcekit.py --doctor # same corpus, same check, zero installationBoth run the same code and report the same verdicts. Working from a checkout is the third way, and needs no install either:
git clone https://github.com/kabiri-labs/rcekit.git
cd rcekit # Python 3.8+, standard library onlyPut a FUZZ marker where your input lands (or select a parameter with -p when
using a captured request), and ask RCEKit to prove RCE:
rcekit --acknowledge-consent \
--verify-url "https://target.example/lookup?host=FUZZ" \
--methods reflected,eval[detect] methods: reflected, eval
[detect] sent 13 probes: confirmed=4, negative=9
[detect] CONFIRMED execution (4):
[reflected/unix/raw] ; echo RKYZRIP$((540141+314681))RKFWVFS$(echo RKBWOOC)RKYZRIP
(target computed 'RKYZRIP854822RKFWVFSRKBWOOCRKYZRIP' — random operands, absent from control)
A --verify-url carries a URL and nothing else. Most sinks worth testing sit
behind a POST with a session cookie, a content type and a body, and RCEKit takes
that request whole: save it from your proxy or your browser's devtools and name
the field to inject into.
rcekit --acknowledge-consent \
-r search.req -p q \
--methods reflected,eval[detect] sent 4 probes: confirmed=3, negative=1
[detect] CONFIRMED execution (3):
[reflected/unix/raw] ; echo RKHWNHK$((114157+752773))RKXGFIH$(echo RKHSEIF)RKHWNHK
(target computed 'RKHWNHK866930RKXGFIHRKHSEIFRKHWNHK' — random operands, absent from control)
The method, path, headers, body and cookies are reused as captured, and each
value is encoded for the context it lands in — a JSON leaf, a form field and a
cookie are not escaped the same way. Drop -p and mark the spot with FUZZ or
* instead, if you prefer.
Two things are only reachable from a captured request: injection-point
enumeration (--auto-params), and any sink that needs a session. So the
fullest run RCEKit can make starts from -r, not from a URL — which is worth
knowing before concluding a target is clean.
rcekit --acknowledge-consent \
-r search.req --auto-params all --point-order thorough \
--methods reflected,eval,time,lookup,deser \
--oob-host oob.yourdomain.example --listen-dns-port 53 \
--verify-active-risk stateful --probe-depth full \
--detect-json findings.json[verify] loaded request from search.req: enumerating 4 injection point(s)
[detect] enumerating 4 injection point(s) x 3 method(s)
[detect] cost: 4 points x ~1739 probes = at least 6964 requests
[detect] body param 'q': confirmed (1544 probes) <-- CONFIRMED
[detect] sent 6371 probes: confirmed=446, negative=5925
What each flag opens up:
--auto-params all |
every query value, JSON leaf, form field, multipart part, cookie and header, instead of one named field |
--point-order thorough |
every non-hop-by-hop header, not just the high-yield ones |
--methods ...,lookup,deser |
expression-lookup and deserialization sinks, which the shell-shaped methods cannot reach |
--oob-host |
a callback host for the blind methods. Needs a domain delegated to you; port 53 needs root |
--verify-active-risk stateful |
the top rung — adds the probe shapes that make the target fetch from an address RCEKit did not choose |
--probe-depth full |
every break-out shape per sink, not the cheap ones only |
--detect-json |
the same verdicts as machine-readable JSON |
This is a lot of requests. The cost line prints before anything fires, and
--max-points / --max-payloads bound it. Run it against an instance you are
allowed to break: --verify-active-risk stateful is the tier for a disposable
target, not for production.
No external infrastructure, no config file.
Don't take the GIFs on trust — reproduce them yourself against dockerised Webmin and Struts2 targets in about five minutes.
Next: the field guide walks the real situations — captured requests, WAFs, filtered separators, quoted sinks, blind and no-egress targets — one worked example each.
Finding an RCE candidate is easy. Reporting one that survives someone else's retest is the hard part, and it fails in two directions: a "possibly vulnerable" that turns out to be reflection, and a "not vulnerable" from a run that never actually tested anything.
RCEKit answers with eight verdicts that are never collapsed into each other:
| Verdict | What it asserts |
|---|---|
confirmed |
The target executed the input. It returned a value it could not produce otherwise — computed from operands random to that probe — and that value is absent from a payload-free control. |
deserialization-sink |
The target reconstructed an attacker-supplied object graph. Proven, but about a different property: reaching RCE from there depends on classpath gadgets, so it is never called RCE. |
lookup-sink |
The target resolved a URI RCEKit handed it — a ${jndi:…} expression reached a lookup, proven on a callback carrying a token only that probe held. It is a sink, not execution: reaching RCE from there needs a server answering with a loadable class. |
needs-review |
A real signal that is not proof on its own — a linear timing regression, a parser fingerprint. Worth your time, never worth the word "confirmed". |
inconclusive |
The evidence appeared, but could not be attributed to execution — the payload-free control carried it too. |
negative |
Probes were built, reached the target, and found nothing. |
error |
Nothing reached the target. |
nothing-tested |
No probes were built at all. |
The moment confirmed and maybe blur, confirmed stops meaning anything — so
nothing is ever promoted upward. A timing regression stays needs-review however
clean the slope. A deserialization callback stays deserialization-sink however
certain you are that the classpath is exploitable.
The last two rows are the ones other tools do not have, and they matter more than
they look. A scanner that could not reach the target, or built no probes because
your flags excluded every one of them, has learned nothing about the target —
and printing negative there is a lie that reads exactly like safety.
So error and nothing-tested are first-class verdicts, the run exits non-zero,
and RCEKit says which of them happened and why:
[!] No probes were built, so NOTHING WAS TESTED — this is not a negative result.
[!] None of the selected methods (reflected, file) apply to environment(s): sql.
It fires wherever a run can quietly become empty: a method that does not apply to
the selected environments, a --sink-shape rung the chosen shell has no syntax
for, a --bridges selection entirely held back by the safety ceiling, a request
body that broke delivery before it arrived.
A run that was only partly blinded gets the same treatment one level down. If you asked for a second-order oracle and the observed endpoint never answered, the probe verdicts still stand — but the run tells you they were decided without ever reading the channel you pointed it at, rather than letting them pass for a second-order negative.
One CLI, one --methods flag, covering the main paths to RCE:
| RCE class | --methods |
How RCEKit proves it |
|---|---|---|
| OS command injection | reflected |
Makes the shell compute $((a+b)) on random operands and collapse $(echo TAG); confirms the result, never the literal expression. Written in the sink's own dialect — POSIX, cmd.exe or PowerShell. |
Code / expression injection — SSTI, SpEL, OGNL, Groovy, eval() (CWE-94) |
eval |
Injects a*b in every common template syntax (${…} {{…}} #{…} %{…} <%=…%> @(…), bare); confirms the product appears while the literal a*b does not. |
| Blind command injection (no output) | time |
Fires a controlled 0/N/2N delay series and confirms the response time tracks the delay linearly; reported needs-review — jitter can't fake it, but timing isn't a computed value. |
| Internal / no-egress targets | file |
Writes a random token and fetches it back through any read-back path — a web root, an LFI parameter, a download or export handler, a /tmp-backed preview. Proves execution plus a write primitive, with no external listener. |
| Upload / write primitive — PUT-a-JSP, unchecked upload (CWE-434) | write |
Writes a one-liner that computes a product through your own upload request, then fetches the file: the product is confirmed RCE, the source coming back verbatim is needs-review — arbitrary file write, served but not interpreted. |
| Deserialization sinks — fastjson, shiro, weblogic (CWE-502) | deser |
Proves the endpoint deserializes attacker data, via a non-executing DNS gadget or an error-shape differential. Reported as deserialization-sink, never as RCE. |
| Blind / out-of-band — exfil, async | oob |
Built-in HTTP/DNS listener receives callbacks and correlates each to the exact payload; every probe carries its own token. |
| Expression-lookup sinks — Log4Shell/JNDI | lookup |
The sink resolves a ${jndi:…} URI instead of running a command, so oob's shell probes reach nothing. Proves it on the callback alone and reports lookup-sink, never confirmed. Only jndi:dns:// is sent — a name lookup and nothing else — so what is proven is the lookup, not a gadget chain. |
Three things widen where those methods can reach, without changing what any of
them will call confirmed:
- Second-order execution (
--observe-url) — when the payload lands on one request and runs on another: stored SSTI rendered on a profile page, a payload written to a log a template engine later renders, a queued job. The observed endpoint is differenced against a snapshot taken before any probe was sent. - Query-language bridges (
--bridges) —COPY … FROM PROGRAM,xp_cmdshell,expect://. A bridge is a carrier, not an oracle: it wraps the command the methods already build, so the same tiers apply through it. - Injection-point enumeration (
-p all) — query, JSON leaves, form fields, multipart parts, cookies, headers and path segments, each encoded for where it lands, with the probe cost printed before anything fires. A GraphQL body is ordered by what can actually confirm: thevariablesa resolver reads before the operation document itself.
Mix methods freely: --methods reflected,eval,time runs all three and reports each
tier separately.
Honest scope. RCEKit confirms RCE that is reachable by injecting into a request and interpreted by a shell or an evaluator. It does not cover memory-corruption bugs (buffer overflow, UAF) or argument injection into a no-shell
argvarray — those are different problems. Deserialization gadget chains stay out of scope too:--methods deserproves an endpoint deserializes attacker data and says so in its own tier, but which gadget (if any) turns that into execution depends on the target's classpath, and RCEKit does not claim to know. It aims to be excellent at the injection-driven RCE classes above rather than mediocre at everything.
The other tools in this space are built to get you in. RCEKit is built so the finding survives someone else's scrutiny — the client's retest, the triage queue, the report review. That difference shows up three times.
You rarely know the class before you test. Covering an unknown sink with single-class tools means running each in turn and rebuilding the request for each one:
| Can confirm | RCEKit | commix | SSTImap | Nuclei |
|---|---|---|---|---|
| OS command injection | ✅ | ✅ (its whole scope) | — | per template |
| Expression injection / SSTI | ✅ | via its eval-based technique | ✅ (its whole scope) | per template |
| Blind — timing | ✅ as a separate tier | ✅ | ✅ | — |
| Blind — out-of-band | ✅ built-in listener | — | — | via interactsh |
| No-egress — write & fetch back | ✅ any read-back path | ✅ (web root) | — | — |
cmd.exe and PowerShell sinks |
✅ per-dialect probes | ✅ (cmd) | — | per template |
| Upload → write-then-execute | ✅ write vs. execute, separate tiers | — | — | per template |
| Second-order — lands here, runs there | ✅ | — | — | — |
| Query-language bridge to the OS | ✅ | — | — | per template |
| Deserialization sink | ✅ own tier, never called RCE | — | — | per template |
| All of the above, one CLI, one run | ✅ | — | — | — |
Coverage per each project's own documented technique list. SSTImap is the maintained successor to tplmap, which its author has marked unmaintained.
# Command injection, expression injection and blind timing against the same
# parameter, in one pass, with zero infrastructure
python rcekit.py --acknowledge-consent -r request.txt -p host --methods reflected,eval,timeA tool reports what it found. RCEKit also reports what it refused to believe —
inconclusive is a verdict of its own, for evidence that showed up but could not
be attributed to execution:
[detect] methods: reflected, eval
[detect] sent 13 probes: confirmed=0, inconclusive=2, negative=11
Those two would have been someone else's finding. Five mechanisms produce that verdict, and they run on every confirmation:
- A payload-free control request. Evidence must be present with the payload
and absent without it. Anything in both is
inconclusive, not a finding. - A same-token inert control. A second request carries the identical random token in a non-executing form. A target that merely echoes input fails here — which is how a reflection is separated from an execution.
- Random operands, never fixed strings. The oracle is a tag-wrapped sum or a
boundary-fenced product computed fresh each run. Echoing the payload returns
the literal
$((a+b)); only execution returns the value. - Encoding-aware evidence search. A sink that base64-, hex-, URL-, HTML- or unicode-escapes its output still confirms — the raw body is checked first, so decoding only ever turns a missed hit into a hit, never the reverse.
- Whole-response evidence search. The computed value is looked for in every
channel of the response — body, application headers, cookie values, the
redirect target, the HTTP reason phrase, and each leaf of a JSON error
envelope — and the finding names the channel that carried it. The control
differential is applied to every channel too, so widening where RCEKit looks
does not widen what it will call
confirmed.
The same instinct runs the other way. Timing never self-confirms, a deserialization callback is never called RCE, and a run that built no probes is never called negative.
The controls a client's rules of engagement actually ask about, in the tool rather than in your notes:
| Consent gate | Nothing exploitative generates or fires without --acknowledge-consent. |
| Execution plan | Prints the exact probe count, sink shapes, safety tiers and any outbound callback destinations before the first request goes out. |
| Safe by default | Reverse shells, credential access, cloud metadata, lateral movement and container escape are held back until you raise --verify-active-risk; persistence and backdoors need a second flag on top. Bridges that create an object on the target are held to the same ceiling. |
| Cleanup commands | file, write and the stateful bridges change target state, so every finding — including a needs-review — prints what to run to undo it. |
| Credentials stay put | The file read-back fetch carries the run's Authorization/Cookie headers only to the same origin, and says so out loud when it withholds them. The observed-channel fetch sends none at all unless you hand it a request with --observe-request. |
| Redacted audit trail | Every run lands in exploit_audit.log, recording that a credential header was sent, never its value. |
| Watermarking | --watermark stamps a traceable token into each payload, so a payload found in the client's logs months later is attributable to your run. |
| No third-party callbacks | The OOB listener is yours. Nothing is routed through a public interaction server, which some engagements forbid outright. |
| One stdlib file | rcekit.py runs alone — jump box, air-gapped host, anywhere pip install is not an option. |
Want a shell rather than a verdict? commix and SSTImap continue into
post-exploitation; RCEKit stops at proof by design. Sweeping thousands of hosts
for known CVEs? That is Nuclei's job — and RCEKit writes Nuclei templates
(--output-format nuclei), so it feeds your scanner instead of competing with it.
Already know the injection is SQL and want the database itself?
sqlmap owns that ground — RCEKit's
bridges exist to prove the OS is reachable from a text parameter, not to
exploit the database.
Each row is a worked example in the field guide — the command, what it sends, and how to read what comes back.
| Situation | Go to |
|---|---|
| I have a URL and a parameter | Point at a URL |
| I have a request saved from Burp | Point at a captured request |
| The app is JSON / the payload keeps getting mangled | Landing the payload intact |
| I don't know which class it is | Choosing methods |
The sink strips ; |
When the sink filters separators |
My input lands inside 'quotes' |
Injecting inside quotes |
| The sink runs my input as the whole command | Whole-command sinks |
| The target is Windows or the sink is PowerShell | Windows and PowerShell sinks |
| There's a WAF | Working around a WAF |
| No output comes back at all | Blind targets |
| No output and no egress | No-egress targets |
| The request stores a file instead of running anything | Upload and write-primitive targets |
| The payload runs later, on a different request | When execution happens on another request |
| The injection point is SQL and the sink is the database host | Query-language bridges |
| The endpoint takes a serialized object | Deserialization sinks |
| The sink is behind a login or a file upload | Multi-step chains |
I got needs-review / inconclusive / error |
Reading the results |
| It says the corpus is unusable | Troubleshooting |
| Verify it yourself | Reproduce the confirmations above on your own machine, against dockerised vulnerable targets. Five minutes. |
| Field guide | Example-driven walkthrough of every real situation, from a first probe to multi-step chains. Start here. |
| Payload generation & exports | RCEKit as a payload generator: target profiles, and Burp / ffuf / Nuclei exports. |
| Reference | Every flag, environment, category, context, encoding and code-execution sink. |
| CHANGELOG.md | What changed in each release, and what to re-check when upgrading. |
| CONTRIBUTING.md | How to add sinks, categories, encodings and detection methods. |
| SECURITY.md | Reporting a vulnerability in RCEKit itself. |
RCEKit exploits, and that is the point. A vulnerability is confirmed by making the target do the thing, because that is the only evidence a signature cannot fake and a patched build cannot produce by accident. What bounds a run is not reluctance to exploit. It is two structural facts and one switch.
It takes no arbitrary payload from you. Probes are built by the engine to serve an oracle — arithmetic on operands random to that probe, a name only this run could have chosen. There is no input that turns detection into something else, because there is no such input to give.
Anything reaching past computing a value declares the tier it needs, so one
flag decides how far a run goes: --verify-active-risk safe | intrusive | stateful. A method or a single probe shape above that tier is held back by
name, with the flag that would send it — a ladder that shrinks quietly is
indistinguishable from a target with nothing to find. Against a disposable
instance, raise the tier and get everything the tool has.
- Consent gate — exploitation generation and verification require
--acknowledge-consent;--detection-onlyis benign and does not. - Safe by default — verification fires only low-impact proofs; reverse shells,
download-execute, credential access, lateral movement, container escape,
cloud-metadata and OOB payloads are held back until you raise
--verify-active-risk. Destructive payloads (persistence, backdoors) are never fired without--verify-allow-destructive. An execution plan prints exactly what will be sent before anything fires. - Safety tiers —
safe/intrusive/stateful. Corpus payloads are filtered by--max-safety; detection methods and their probe shapes declare the same rungs and are filtered by--verify-active-risk, so a method that makes the target reach out or leaves something behind is held to the same ordering as every corpus payload. The pre-flight names the tier each held-back item actually needs.fileandwriteare gated by their own configuration instead: neither does anything until you name a directory to write into and a URL to read it back from. - Audit & logging — every exploitation/verification run is recorded in
exploit_audit.log;--watermarkembeds a traceable token; execution logs go torcekit.log. - Corpus integrity — a corpus that is corrupt, or an explicit
--template-filethat is missing, makes RCEKit refuse to run and exit non-zero rather than silently generate nothing (--doctorchecks it). Only an absent default corpus file falls back to the built-in copy, and it says so when it does.
This toolkit is intended for authorised penetration testing, security research, education, and defensive training only. Never use it against systems without explicit permission — unauthorized testing is illegal.
python -m unittest discover -s tests # dependency-free test suiteContributions welcome — new sinks/categories, encodings, environments, detection
methods, bug fixes, and docs. Payload bases live in editable JSON templates
(templates/payloads.json), so most coverage extends without touching the Python
source. After changing the corpus, refresh the built-in copy that ships inside
rcekit.py:
python tools/embed_corpus.py # --check verifies it is currentThe test suite fails if the two ever drift. See CONTRIBUTING.md.
MIT — see LICENSE.



