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Directory / ivive.app

ivive.app

Q: Is ivive.app MCP server safe?

QAmcp's test on 29 Oct 2026: No hidden instructions were found in its tool descriptions. Its error messages showed no secrets or internal details. All 6 of its tools are labeled read-only. Overall it scored 95/100 on 29 Oct 2026. A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

by ivive.app · https://api.ivive.app/mcp/

Human hepatic clearance from in-vitro CLint, with the error band measured on known drugs.

6 tools✓ all read-only✓ no account neededPricing: not listed

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95 /100

PASS · WITH NOTES

11 of 11 checks · 29 Oct 2026

Is ivive.app MCP server safe?

No hidden instructions were found in its tool descriptions.
Its error messages showed no secrets or internal details.
All 6 of its tools are labeled read-only.
Overall it scored 95/100 on 29 Oct 2026.

A test can only see what the server shows from outside, not what it does with your data behind the scenes. Connect servers from makers you trust.

What it can do

6 tools, in the server's own words.

predict_inputsread-only

Predict fu,p and fu,inc from a SMILES, with structure-only human CL and Vss as second opinions.

calc_clhepread-only

Hepatic and plasma clearance from in-vitro CLint, fu,mic and fu,p (IVIVE), with the observed-CL band and applicability warnings.

target_clintread-only

The in-vitro CLint an assay must read for a compound to reach a target plasma clearance (mL/min/kg): calc_clhep run backwards, e.g.

input_sensitivityread-only

How far plasma CL moves as each input is varied over a range, e.g.

similar_drugsread-only

Nearest reference drugs to a SMILES (Tanimoto, Morgan radius 2), each with measured human plasma CL and the CL IVIVE predicted from its measured inputs.

scale_to_humanread-only

Predict human plasma CL from observed animal in-vivo CL (rat, dog, monkey), every applicable method with its measured error.

Test results

Safe mode: only tools labeled read-only were run. How the test works

!
Ready for the newest MCP version
1 warning
- !Uses an older MCP version (2025-11-25). It works today, but it isn't on the July 2026 version (2026-07-28) yet.
note
✓
ConnectsConnected in 740 ms
pass
✓
Lists its toolsFound 6 tools
pass
✓
Every tool is describedAll 6 tools and their inputs are described
pass
✓
Tools are labeled safe or dangerousEvery tool has a safety label
pass
✓
No hidden instructionsNo hidden instructions found in tool descriptions
pass
✓
Tools work with good inputs
All good
- ✓predict_inputs: Answered with an error, probably because of our sample input: smiles: Value error, Invalid SMILES: could not parse structure
- ✓calc_clhep: Worked (112 ms)
- ✓target_clint: Worked (111 ms)
- ✓input_sensitivity: Answered with an error, probably because of our sample input: Calculation service error.
- ✓similar_drugs: Answered with an error, probably because of our sample input: smiles: Value error, Invalid SMILES: could not parse structure
- ✓scale_to_human: Answered with an error, probably because of our sample input: animals.0: Input should be a valid dictionary or object to extract fields from
pass
✓
Bad inputs give a clean error
All good
- ✓predict_inputs: Refused missing required input "smiles" with a clear error
- ✓predict_inputs: Refused wrong type for "smiles" with a clear error
- ✓calc_clhep: Refused missing required input "clint" with a clear error
- ✓calc_clhep: Refused wrong type for "clint" with a clear error
- ✓target_clint: Refused missing required input "target_clp" with a clear error
- ✓target_clint: Refused wrong type for "target_clp" with a clear error
- ✓input_sensitivity: Refused missing required input "clint" with a clear error
- ✓input_sensitivity: Refused wrong type for "clint" with a clear error
- and 4 more
pass
✓
Fast enough
All good
- ✓Connecting took 740 ms
- ✓Listing tools took 111 ms
- ✓Average tool answer: 116 ms
- ✓input_sensitivity: Slowest tool: input_sensitivity (136 ms)
pass
✓
No secrets leakedChecked 16 error messages: no secrets or internal details
pass
✓
Follows MCP best practices (not scored yet)Tool names, safety labels and tool list size follow the MCP guide
pass
–
Tools work togetherNo tool's answer could be fed into another tool, so there were no chains to test (not counted either way)
not tested

Test it yourself

Free and open source. Same checks, same score.

npx qamcp-cli https://api.ivive.app/mcp/

Show this score on GitHub

Free for every server in the directory. Paste this into your README: the badge shows the score from our latest test.

[![QAmcp score](https://qamcp.dev/s/app-ivive-ivive.svg)](https://qamcp.dev/s/app-ivive-ivive.html)

Score over time

29 Oct 202695

One test so far. New tests will show here.

Reviews

Coming soon: reviews from people who use ivive.app, signed in with GitHub, one per person. Reviews never change the score.

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