DataPulse: tool descriptions scored io.github.r3dz4r/datapulse-my

tools/list taken: 2026-11-02 (UTC)
From: Official MCP Registry
Connected to: https://mcp.data-pulse.my/mcp
Homepage: www.data-pulse.my
Repository: github.com/r3dz4r/datapulse-my
Scoring rules: v2
Removal: support@forecall.dev

Scores, issues and names only

This page shows how DataPulse (io.github.r3dz4r/datapulse-my)'s tool descriptions scored, the issues found and the names of its tools and parameters. The descriptions are the server's own: read them where the copy came from.

Forecall asked the URL this server lists in the official MCP Registry for its tools/list once, on the date above, without calling any tool. The server may have changed since.

servers/io.github.r3dz4r/datapulse-my

Average score: 96.0 / 100Clear
Tools: 19
Near-identical descriptions: 4

Across the server

Tools whose descriptions are nearly the same

4 of 4 pairs shown, highest description similarity first.
Tool	Tool	Description similarity	Name similarity
find_anomalies	find_deteriorating	0.68	0.33
find_deteriorating	find_schema_drift	0.67	0.25
find_deteriorating	find_recovering	0.64	0.33
find_recovering	find_schema_drift	0.61	0.25

Tools

get_freshness_summary

90 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 0 / 10

No issues.

check_reconciliation

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

No issues.

find_anomalies

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Its description is nearly the same as find_deteriorating's (similarity 0.68); only the names and schemas tell them apart. Say in this description when to use find_deteriorating instead.confusable_pair
Minor
The description mentions none of its 3 or more arguments.params_not_in_description

find_by_licence

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

No issues.

find_deteriorating

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Its description is nearly the same as find_anomalies's (similarity 0.68); only the names and schemas tell them apart. Say in this description when to use find_anomalies instead.confusable_pair
Minor
Its description is nearly the same as find_schema_drift's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use find_schema_drift instead.confusable_pair
Minor
Its description is nearly the same as find_recovering's (similarity 0.64); only the names and schemas tell them apart. Say in this description when to use find_recovering instead.confusable_pair

find_recovering

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Its description is nearly the same as find_deteriorating's (similarity 0.64); only the names and schemas tell them apart. Say in this description when to use find_deteriorating instead.confusable_pair
Minor
Its description is nearly the same as find_schema_drift's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use find_schema_drift instead.confusable_pair

find_schema_drift

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

Minor
Its description is nearly the same as find_deteriorating's (similarity 0.67); only the names and schemas tell them apart. Say in this description when to use find_deteriorating instead.confusable_pair
Minor
Its description is nearly the same as find_recovering's (similarity 0.61); only the names and schemas tell them apart. Say in this description when to use find_recovering instead.confusable_pair

find_stale

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

No issues.

find_unreliable

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

No issues.

get_data_passport

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

No issues.

get_dataset

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

No issues.

get_evidence

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

No issues.

verify_attestation

95 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 5 / 10

No issues.

usage_summary

97 / 100Clear

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 10 / 10

No issues.

verify_dataset

97 / 100Clear

Purpose: 17 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 10 / 10

No issues.

get_provenance

100 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 10 / 10

No issues.

search_datasets

100 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 10 / 10

No issues.

trust_verdict

100 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 10 / 10

No issues.

verify_evidence

100 / 100Clear

Purpose: 20 / 20
When to use: 20 / 20
Arguments: 25 / 25
Return value: 15 / 15
Constraints and side effects: 10 / 10
Examples: 10 / 10

No issues.

What static scoring cannot tell

This score reads only the text of each description and schema: it says what is written, not what a model will do. Short tools whose names already say what they do, such as browser_close, score low here even when models use them well, and in our measurements current models chose the right tool in one step even from one-line descriptions, as long as the names and schemas differed. What the text cannot show, such as what happens over several steps and whether an added sentence helps or misleads, is what an evaluation measures, on the Pro and Team plans.

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