Atlas / MCP servers / fredyee / hallucc-mcp

hallucc-mcpBLOCK

mcp/fredyee/hallucc-mcp

MCP server for AI hallucination detection & agent safety — verify claims, guard prompts, gate CUA actions

Verdict
BLOCK
Grade
D
Trust score
69 /100
Exposed tools
5 5r · 0w · 0d
Transport
stdio · streamable-http
License
MIT
Stars
0
01

Overview

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

中文文档 | Live Demo | Official MCP Registry

[](https://registry.modelcontextprotocol.io/v0/servers?search=hallucc) [](https://www.npmjs.com/package/hallucc-mcp) [](./LICENSE)

Give your AI a fact-checker and a safety gateway: claim-by-claim hallucination detection, agent trajectory evaluation, L0-L3 risk gating for Computer-Use Agent (CUA) actions, Agent source code static audit, and a 40+ feature prompt-injection / jailbreak guard — one MCP server, five tools, works with Claude Code / Cursor / Claude Desktop.

See it first — no sign-up required

  • 🔍 A real verification report (per-claim verdicts + confidence + sources): https://aihcc.cloud/r/GttouoJfMpkC
  • 🛡️ Try CUA action gating online (rule-based, free, no quota cost): https://aihcc.cloud/cua
  • 📝 Web app (3 free checks per day): https://aihcc.cloud

Tools (5)

Read from source at commit bc4037efcb8dOBSERVED · 2026-10-13
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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 hallucc-mcp --env HALLUCC_API_KEY=${HALLUCC_API_KEY} -- npx -y [email protected]
claude-desktop
{
  "mcpServers": {
    "hallucc-mcp": {
      "command": "npx",
      "args": [
        "-y",
        "[email protected]"
      ],
      "env": {
        "HALLUCC_API_KEY": "${HALLUCC_API_KEY}"
      }
    }
  }
}
03

Exposed tools (5)

5 read · 0 write · 0 destructive.

ToolRiskDescription
check_cua_actionsread
check_cua_code_auditread
check_safetyread
verify_agentread
verify_textread
04

Trust audit

BLOCKgrade D · trust 69/100 Do not install this without reading the findings. The audit found something that could harm you or your machine.

LayerWhat it checksResult
L0Provenance & inventoryPASS
L1Static analysis of the codeWARN
L2Instruction surface (what it tells the agent)FAIL
L3Class-specific surfacePASS
L4Behavioural (sandbox)SKIPPED

What the source does

Filesystem
none-observed
Network
declared (2 observation(s))
Shell
none-observed
Dependencies
not all pinned
Secrets in source
none-found

Findings (9)

HIGHPrompt injection · prompt.override · CWE-94, CWE-1427
README.md:9
> Give your AI a fact-checker and a safety gateway: claim-by-claim hallucination detection, agent trajectory evaluation, L0-L3 risk gating for Computer-Use Agent (CUA) actions, Agent source code stati
Why it matters. asks the agent to drop prior instructions or safety
Fix. remove the instruction
HIGHPrompt injection · prompt.override · CWE-94, CWE-1427
README.md:26
| `check_safety` | `POST /guard/check` (`fast=true` → `/guard/check-fast`) | 40+ feature safety gateway: prompt injection / jailbreak / harmful content / PII leakage / fraud | ✅ detect |
Why it matters. asks the agent to drop prior instructions or safety
Fix. remove the instruction
HIGHPrompt injection · prompt.override · CWE-94, CWE-1427
plan.md:111
- 40+ 安全特征:guard.py INJECTION/JAILBREAK/HARMFUL_RULES +
Why it matters. asks the agent to drop prior instructions or safety
Fix. remove the instruction
MEDIUMNetwork egress · net.raw_ip · CWE-200, CWE-319
.env.example:2
HALLUCC_BASE_URL=http://127.0.0.1:8001
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
README.md:88
#   HALLUCC_BASE_URL=http://127.0.0.1:8001
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
README.md:91
# 3. Make sure the backend is up: curl http://127.0.0.1:8001/health
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
README.md:97
The server listens on `http://127.0.0.1:8787/mcp`; health check `GET /health`.
LOWNetwork egress · net.raw_ip · CWE-200, CWE-319
README.md:104
claude mcp add --transport http hallucc http://127.0.0.1:8787/mcp \
LOWSupply chain · supply.unpinned · CWE-829, CWE-1357
package.json
@modelcontextprotocol/sdk, express, zod, @types/express, @types/node, tsx, typescript
Why it matters. 7 dependency range(s) float
Fix. pin exact versions or ship a lockfile

Gates applied: instruction_override, no_behavioural_pass.

Audited 2026-10-13 · audit v0.4.1 · source sha bc4037efcb8dfull audit observations/trust-audit/mcp-server/fredyee__hallucc-mcp.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
2026-10-13bc4037efcb8dBLOCKD69first audit
06

Questions

What is the hallucc-mcp MCP server?

MCP server for AI hallucination detection & agent safety — verify claims, guard prompts, gate CUA actions

What tools does hallucc-mcp expose?

5 in total: 5 read-only, 0 that write, and 0 that can delete or overwrite. Every one is listed on this page with its risk.

Is hallucc-mcp safe to connect to an agent?

No — not without reading the findings first. The audit graded it D (69/100) and found 3 critical or high issues in the source. Each one is listed on this page with the file and line it is on.

What credentials does hallucc-mcp need?

It reads HALLUCC_API_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 hallucc-mcp run?

It speaks stdio and streamable-http, so it runs as a local process your client starts. It is published on npm as hallucc-mcp at 0.1.8.

How current is this page?

The grade is for one exact copy of the source (bc4037efcb8d), read on 2026-10-13. The repository is watched and re-audited when it changes.

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