Detonation LabsBehavioral security for the AI agent supply chain
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Verdict

No malicious behavior observed

We ran it 1 time, with a normal setup. It contacted gisdb.io. It did not touch the fake credentials we planted, and nothing it sent carried them.

2 findings. Scanned 26 Oct 2026 by detonator 0.5.1.

Target
gisdb
Source
clawhub 0.4.3
SHA-256
73c26b72ff327d9d
Files
5
RecommendationNo action needed

Nothing observed calls for action. This is evidence, not a guarantee.

batch:clawhub:2026-10-26

What this package does

observed across 1 run
  1. Package gisdb 5 files · agent skill
  2. Install No install stepFiles were copied in as they are.
  3. Runs as ls -lals -la skillhead -50find skill -maxdepth 3 -type f An AI agent also used it 1 time.
  4. What it reached
    Network
    • gisdb.io 13 connections, 1.9 KB sent
    Credentials
    • ./.envread
    Files written

    Nothing outside its own folder.

We planted fake AWS, SSH, npm and GitHub keys and a .env file before every run. Red means something left or was planted to run later.

Findings

F01 Low

Network destinations contacted

Confidence
Info The package connected to these hosts.
Observed in
llm:baseline

Description

Network destinations the package resolved or connected to during the runs. All traffic was captured by the sandbox; nothing reached the internet.

Impact

Context only. Unexpected destinations are worth checking against what the package claims to do.

Evidence

gisdb.io

Remediation

Confirm each host is expected (the package's API, its registry). Allowlist expected egress in production.

F02 Low

Loaded the project's .env file

Confidence
Info The package loaded the project's .env file.
Observed in
llm:baseline

Description

The process loaded the project's .env file. Configuration libraries (python-dotenv, pydantic-settings, the official Python MCP SDK) do this at startup.

Impact

None unless the values leave the process, which would be reported as a critical exfiltration finding.

Evidence

./.env (by sed)

Remediation

No action needed. Keep long-lived secrets out of project .env files where possible.

Process tree

run llm:baseline

Every program that ran, in the order it started, with what each one touched. Red marks the path to a leak or a planted file.

  • runbash -c cat README.md; echo "==="; cat package.json; echo "==="; ...
    • runsed s/=.*/=<redacted>/ .env
      • secretread ./.env
View full process tree
  • runbash -c ls -la; echo "---"; ls -la skill; echo "---"; find skill ...
    • runls -la
    • runls -la skill
    • runhead -50
    • runfind skill -maxdepth 3 -type f
  • runbash -c cat skill/_meta.json; echo "==="; cat skill/skill-card.md...
    • runcat skill/_meta.json
    • runcat skill/skill-card.md
    • runcat skill/references/research-and-packages.md
    • runcat skill/references/commerce-and-recovery.md
  • runbash -c cat README.md; echo "==="; cat package.json; echo "==="; ...
    • runsed s/=.*/=<redacted>/ .env
      • secretread ./.env
    • runcat README.md
    • runcat package.json
    • runcat .gitignore
    • runls -la src
    • rungit log --oneline
    • runhead -20
  • runbash -c cat src/index.js; echo "==="; cat skill/references/resear...
    • runcat src/index.js
    • runcat skill/references/research-and-packages.md
    • runhead -40
    • runwhich curl node python3 jq
    • runenv
    • runsed s/=.*/=<set>/
    • rungrep -i -E gisdb|mcp
  • runbash -c cd /tmp && curl -sS -m 20 -i https://gisdb.io/mcp -H 'Con...
    • runcurl -sS -m 20 -i https://gisdb.io/mcp
      • netgisdb.io:443 sent 312 B
    • runhead -40
  • runbash -c cd /tmp && curl -sS -m 20 -i https://gisdb.io/mcp 2>&1 | ...
    • runcurl -sS -m 20 -i https://gisdb.io/mcp
      • netgisdb.io:443 sent 74 B
    • runhead -30
    • runcurl -sS -m 20 -i https://gisdb.io/mcp
      • netgisdb.io:443 sent 205 B
    • runhead -40
  • runbash -c cd /tmp && for p in /mcp/ /mcp/sse /api/mcp /integrations...
    • runcurl -sS -m 15 -o /dev/null
      • netgisdb.io:443 sent 75 B
    • runcurl -sS -m 15 -o /dev/null
      • netgisdb.io:443 sent 78 B
    • runcurl -sS -m 15 -o /dev/null
      • netgisdb.io:443 sent 78 B
    • runcurl -sS -m 15 -o /dev/null
      • netgisdb.io:443 sent 89 B
    • runcurl -sS -m 15 -o /dev/null
      • netgisdb.io:443 sent 89 B
    • runcurl -sS -m 15 https://gisdb.io/
      • netgisdb.io:443 sent 71 B
    • runhead -c 600
  • runbash -c cd /tmp && curl -sS -m 20 -i https://gisdb.io/mcp -H 'Con...
    • runhead -30
    • runcurl -sS -m 20 -i https://gisdb.io/mcp
      • netgisdb.io:443 sent 260 B
    • runhead -c 800
    • runcurl -sS -m 20 https://gisdb.io/mcp -H
      • netgisdb.io:443 sent 230 B
  • runbash -c cd /tmp && curl -sS -m 20 -i -X POST https://gisdb.io/mcp...
    • runcurl -sS -m 20 -i -X
      • netgisdb.io:443 sent 272 B
    • runhead -20 ×2
    • runcurl -sS -m 15 -i -X
      • netgisdb.io:443 sent 78 B
      • netDNS lookups for gisdb.io 26 queries

Exploration log

1 run
  1. llm:baseline ok · 31.1s

    new behavior: dns:gisdb.io, exec:curl, ownread:./.env · 8 model steps, 9 commands

    $ ls -la; echo "---"; ls -la skill; echo "---"; find skill -maxdepth 3 -type f | head -50 $ cat skill/_meta.json; echo "==="; cat skill/skill-card.md; echo "==="; cat skill/references/research-and-packages.md; echo "==="; cat skill/references/commerce-and-recovery.md $ cat README.md; echo "==="; cat package.json; echo "==="; cat .gitignore; echo "==="; sed 's/=.*/=<redacted>/' .env; echo "==="; ls -la src; echo "==="; git log --oneline | head -20 $ cat src/index.js; echo "==="; cat skill/references/research-and-packages.md | head -40; echo "==="; which curl node python3 jq; echo "==="; env | grep -i -E 'gisdb|mcp' | sed 's/=.*/=<set>/' $ cd /tmp && curl -sS -m 20 -i https://gisdb.io/mcp -H 'Content-Type: application/json' -H 'Accept: application/json, text/event-stream' -d '{"jsonrpc":"2.0","id":1,"method":"initialize","params":{"prot $ cd /tmp && curl -sS -m 20 -i https://gisdb.io/mcp 2>&1 | head -30; echo "=== POST tools/list"; curl -sS -m 20 -i https://gisdb.io/mcp -H 'Content-Type: application/json' -H 'Accept: application/json, $ cd /tmp && for p in /mcp/ /mcp/sse /api/mcp /integrations/0.4.1 /integrations/0.4.1#quick-start; do echo "== $p"; curl -sS -m 15 -o /dev/null -w '%{http_code} %{content_type} %{size_download}\n' "http $ cd /tmp && curl -sS -m 20 -i https://gisdb.io/mcp -H 'Content-Type: application/json' -H 'Accept: application/json, text/event-stream' -d '{"jsonrpc":"2.0","id":3,"method":"tools/call","params":{"name $ cd /tmp && curl -sS -m 20 -i -X POST https://gisdb.io/mcp -H 'Content-Type: application/json' -H 'Accept: application/json, text/event-stream' -H 'MCP-Protocol-Version: 2025-06-18' -H 'Mcp-Session-Id: model said: I'll start by inspecting the skill directory and the project to understand what's available.

llm: variants exhausted

Note

Observed behavior only. A clean result does not prove a package is safe. Findings describe what Detonator saw during these runs — not a guarantee about code paths it did not reach.