Atlas / MCP servers / vishalhabib99 / mcp-fuzz

mcp-fuzzSAFE

mcp/vishalhabib99/mcp-fuzz

Runtime behavioral testing for MCP servers: calls every tool with schema-derived inputs and checks whether it actually behaves the way its description and schema claim.

Verdict
SAFE
Grade
B
Trust score
89 /100
Exposed tools
24 12r · 7w · 5d
Transport
stdio · streamable-http
License
MIT
Stars
1
01

Overview

From the repository's own README, as read at the audited commit. Badges and raw HTML are left out.

Runtime behavioral testing for MCP servers.

Real output from a live `--include-destructive` run against the official [`@modelcontextprotocol/server-memory`](https://github.com/modelcontextprotocol/servers/tree/main/src/memory) reference server — not a synthetic example.

`mcp-doctor` reads an MCP server's source code and checks whether its tools are well-documented. mcp-fuzz does the opposite: it actually launches the server and calls its tools, with inputs derived from each tool's own declared JSON schema, and checks whether the server behaves the way that schema and its description claim — does a missing required field get a structured error back, or does the server crash? Does a wrong-typed field get rejected cleanly, or does it hang?

Static analysis can't see any of that. Only running the code can. It also measures things static analysis structurally can't: how long each tool actually takes to respond (Latency check), how large its response actually is (Response size check) and what that adds up to across a whole session (Token cost estimate), whether it behaves correctly when several callers hit it at once (Concurrency check), whether a resource actually stays deleted once a tool says it deleted it (Resource lifecycle check), and whether deleting one resource leaves another that referenced it orphaned (Cross-resource lifecycle check) — all opt-in except latency, response size, and token cost, which need no flag.

It still deliberately stops short of judging whether a successful call's res

Read from source at commit 9cb79bc518a2OBSERVED · 2026-10-12
02

Connect

Built from this server's own package name, version and transport as found in its source — not copied from anyone's documentation, so it cannot drift against a page we do not control. Replace the environment placeholders with a token scoped to the least it needs.

claude-code
claude mcp add mcp-runtime-check --env REQUIRED_TEST_KEY=${REQUIRED_TEST_KEY} -- uvx mcp-runtime-check
claude-desktop
{
  "mcpServers": {
    "mcp-runtime-check": {
      "command": "uvx",
      "args": [
        "mcp-runtime-check"
      ],
      "env": {
        "REQUIRED_TEST_KEY": "${REQUIRED_TEST_KEY}"
      }
    }
  }
}
03

Exposed tools (24)

12 read · 7 write · 5 destructive. Blast radius: 5 tools can delete or overwrite — an agent that can be talked into calling a tool can be talked into calling this one.

ToolRiskDescription
always_crashesreadRaises unconditionally, even on schema-valid input — the SDK
bloated_but_finereadReturns a huge response instantly — not slow, not a crash, only
crashes_on_bad_inputreadDivides 100 by value. Crashes (unhandled exception) if value is missing or the wrong type.
create_itemwriteCreates an item and returns its id as JSON — part of a well-behaved
create_memberwriteCreates a member referencing a real team id — the child half of the
create_projectwriteCreates a project and returns its id as JSON — the parent half of a
create_taskwriteCreates a task referencing a real project id — the child half of the
create_teamwriteCreates a team and returns its id as JSON — the parent half of a
create_ticketwriteCreates a ticket and returns its id as JSON — part of a deliberately
delete_everythingdestructiveA destructive tool that should be skipped by default.
delete_itemdestructiveDeletes an item by id for real.
delete_projectdestructiveDeletes a project for real, but — deliberately, the bug this pair
delete_teamdestructiveDeletes a team for real, and — the correctly-behaved case — also
delete_ticketdestructiveDeliberately buggy: validates the ticket exists and reports success,
get_itemreadReads an item by id — errors if it doesn
get_memberreadReads a member by id — correctly errors once its team (and thus this
get_taskreadReads a task by id — stays readable even once its project is
get_ticketreadReads a ticket by id.
hangs_foreverreadNever returns — simulates a server tool that hangs on certain input.
kills_processreados._exit terminates the process immediately, bypassing all Python
not_concurrency_safewriteUses a naive create-exclusive lock file with no retry/queue handling
pingreadReturns pong.
slow_but_finereadSleeps briefly then returns normally — well under the timeout, so it
well_behavedreadEchoes name count times. Validates its own inputs properly.
04

Trust audit

SAFEgrade B · trust 89/100 Nothing in the source contradicts what it says it does. Grade A is reserved for packages that have also passed the behavioural sandbox.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codePASS
L2Instruction surface (what it tells the agent)PASS
L3Class-specific surfaceWARN
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
declared (1 observation(s))
Network
none-observed
Shell
none-observed
Dependencies
pinned
Secrets in source
none-found

Findings (5)

MEDIUMFilesystem / path · mcp.destructive_tools · CWE-22, CWE-59
delete_everything, delete_item, delete_project, delete_team, delete_ticket
Why it matters. 5 tool(s) can delete or overwrite
Fix. prefer a read-only mode or scoped tokens; the page states the blast radius
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
tests/test_engine.py:228
url = f"http://127.0.0.1:{port}/mcp"
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
tests/test_engine.py:297
asyncio.run(_run_fuzz(command=sys.executable, url="http://127.0.0.1:1/mcp"))
LOWPrompt injection · prompt.transfer_instruction · CWE-94, CWE-1427
README.md:134
Everything above runs once, offline: one synthetic-but-realistic call per tool, scored in a batch report. `LatencyGate` applies the identical two-signal design (absolute threshold + relative outlier)
Why it matters. an instruction to move sensitive data to an outside destination
Fix. remove; a skill never needs the user's secrets off the machine
LOWPrompt injection · prompt.transfer_instruction · CWE-94, CWE-1427
docs/BUILD_LOG.md:9
**v0.10.1 (2026-09-24): fixed false "slow" and "bloated" flags on fast servers.** A local run on 10 servers that need no API keys (the MCP reference servers, `chrome-devtools-mcp`, `desktop-commander`
Why it matters. an instruction to move sensitive data to an outside destination
Fix. remove; a skill never needs the user's secrets off the machine

Gates applied: no_behavioural_pass.

Audited 2026-10-12 · audit v0.4.1 · source sha 9cb79bc518a2full audit observations/trust-audit/mcp-server/vishalhabib99__mcp-fuzz.json · Report an issue / request a re-scan
05

Audit history

Every audit this server has had. A grade with a past is a grade somebody is still checking.

DateSourceVerdictGradeScoreChange
2026-10-129cb79bc518a2SAFEB89first audit
06

Questions

What is the mcp-fuzz MCP server?

Runtime behavioral testing for MCP servers: calls every tool with schema-derived inputs and checks whether it actually behaves the way its description and schema claim.

What tools does mcp-fuzz expose?

24 in total: 12 read-only, 7 that write, and 5 that can delete or overwrite (delete_everything, delete_item, delete_project, delete_team, delete_ticket). Every one is listed on this page with its risk.

Is mcp-fuzz safe to connect to an agent?

The audit found nothing in the source that contradicts what it says it does, and graded it B (89/100). Grade A is held back for packages that have also passed a sandboxed behavioural run, which is why a clean server reads B. Separately from the audit: 5 of its tools can destroy data, so scope the token you give it to what you actually need.

What credentials does mcp-fuzz need?

It reads REQUIRED_TEST_KEY from the environment. Give it a token scoped to the least it needs — an agent that can be talked into calling a tool can be talked into calling it with your credentials.

How does mcp-fuzz run?

It speaks stdio and streamable-http, so it runs as a local process your client starts. It is published on PyPI as mcp-runtime-check.

How current is this page?

The grade is for one exact copy of the source (9cb79bc518a2), read on 2026-10-12. The repository is watched and re-audited when it changes.

Advertisement