baseball-data

3.9

baseball-data is hosted online, so all tools can be tested directly either in theInspector tabor in theOnline Client.

If you are the rightful owner of baseball-data and would like to certify it and/or have it hosted online, please leave a comment on the right or send an email to henry@mcphub.com.

The Baseball Data MCP Server provides real-time and comprehensive baseball data for various leagues worldwide.

Test Report

Build Successful
Server Started
Client Connected
Tools Listed
All Tools Succeeded
Any Tool Succeeded

Tool	Total Tests	Success	Fail	Success Rate
daily_match_list_results	1	0	1	0%
tournament_teams	1	1	0	100%
tournament_info	1	1	0	100%
tournament_list	1	1	0	100%
tournament_standings	1	1	0	100%
daily_match_list_scheduled	1	0	1	0%
daily_match_list_all	1	0	1	0%
tournament_fixture	1	1	0	100%
daily_match_list_live	1	1	0	100%

Evaluation
Total Score: 3/10

Evaluation Summary

Strengths:
1. Transparency: The agent consistently acknowledges when it is unable to provide the requested information, which is preferable to offering incorrect or misleading data.
1. Clarity: When the agent does provide information, it is generally well-structured and easy to understand, such as the detailed standings for the South Korea Baseball League.
Weaknesses:
1. Completeness: The agent frequently fails to provide comprehensive information, often omitting significant details or entire datasets, such as the full list of ongoing tournaments or scheduled matches.
1. Accuracy/Correctness: There are instances where the agent provides incorrect information, such as claiming no matches were completed on a specific date when there were.
1. Consistency with Claimed Capabilities: The agent claims the ability to provide various types of baseball data but often fails to deliver on these capabilities, indicating a gap between its stated functions and actual performance.
1. Usefulness: The agent's responses often lack alternative solutions or guidance when it cannot fulfill a request, reducing the overall usefulness of its assistance.
Suggestions for Improvement:
- Enhance Data Coverage: Expand the database to include comprehensive and up-to-date information on various baseball leagues and tournaments.
- Regular Updates: Implement a system for regularly updating the agent's knowledge base to ensure the most current data is available.
- Provide Alternative Information: Offer related information or direct users to reliable external sources when specific data is unavailable.
Final Score: 3/10

Test case 1
Score: 4/10
What baseball tournaments are currently ongoing or scheduled for the rest of 2025?
Currently, there is an ongoing tournament:

Tournament Name: South Korea Baseball League

Short Name: GKB

Country: South Korea

Type: Club

This tournament is officially recognized and is national in scope.

If you need more details about this tournament, such as fixtures or standings, let me know!
1. Accuracy/Correctness: The agent correctly identifies the ongoing South Korea Baseball League (GKB) as a current tournament.
1. The response omits several significant baseball tournaments that are either ongoing or scheduled for the remainder of 2025. Notable omissions include:
2. Pacific Mini Games Baseball Tournament: Taking place from June 30 to July 8, 2025, in Koror, Palau. (en.wikipedia.org)
3. National Baseball Congress World Series: Scheduled from July 24 to August 2, 2025, in Wichita, Kansas, USA. (en.wikipedia.org)
4. Little League World Series: Set for August 13 to August 24, 2025, in South Williamsport, Pennsylvania, USA. (en.wikipedia.org)
5. Various Regional Tournaments: Including the Junior League Baseball Region Tournaments occurring between June and August 2025. (littleleague.org)
6. The agent claims the ability to list tournaments but provides an incomplete list, indicating a gap between its stated capabilities and actual performance.
7. While the information about the South Korea Baseball League is clear, the lack of comprehensive details about other tournaments limits the usefulness of the response for users seeking a full overview of ongoing and upcoming baseball events.

Test case 2

Score: 8/10

What are the standings for the South Korea Baseball League (GKB) as of now, including the rankings and any available statistics for the teams?

Here are the current standings for the South Korea Baseball League (GKB) as of now:

Regular Season Standings

Position	Team	Played	Won	Lost	Scored	Against	Win Percentage (WPG)	Games Behind (GB)	Points
1	Hanwha Eagles	80	46	33	354	297	0.575	0.0	92.0
2	LG Twins	81	45	34	425	324	0.556	1.0	90.0
3	Lotte Giants	82	44	35	411	418	0.537	2.0	88.0
4	KIA Tigers	81	42	36	391	373	0.519	3.5	84.0
5	KT Wiz Suwon	82	41	38	361	334	0.500	5.0	82.0
6	SSG Landers	80	40	37	328	316	0.500	5.0	80.0
7	Samsung Lions	81	40	40	418	363	0.494	6.5	80.0
8	NC Dinos	78	36	38	370	391	0.462	7.5	72.0
9	Doosan Bears	81	32	46	342	391	0.395	13.5	64.0
10	Kiwoom Heroes	84	26	55	313	506	0.310	21.0	52.0

Key Statistics

Overall Leader: Hanwha Eagles with 46 wins.
Highest Scored Team: LG Twins with 425 runs scored.
Lowest Points: Kiwoom Heroes with only 52 points.

The standings reflect the performance of each team in the regular season, including wins, losses, and points earned. If you need more specific information or additional statistics, feel free to ask!

The agent provides a detailed table of the current standings for the South Korea Baseball League (GKB), including key statistics such as games played, wins, losses, runs scored, runs against, win percentage, games behind, and points. This information aligns with the latest available data from reputable sources. (m.aiscore.com)
The response is well-structured, presenting the standings in a clear tabular format that is easy to read and understand. The inclusion of key statistics and highlights, such as the overall leader and highest-scoring team, adds value to the information provided.

While the agent provides comprehensive standings, it does not specify the exact date of the data. Given that baseball standings can change daily, specifying the date of the standings would enhance the completeness and relevance of the information.
The agent claims the ability to provide up-to-date baseball data, including standings. However, without specifying the date of the standings, it is unclear how current the information is, which may affect the perceived consistency with its claimed capabilities.

Test case 3
Score: 3/10
Can you provide the full list of fixtures, including inning and final scores, for the South Korea Baseball League (GKB) matches that were completed yesterday?
It seems that there was a misunderstanding in the data retrieval. I found results for a match between the Saitama Seibu Lions and Hokkaido Nippon-Ham Fighters, but it appears to be from the Japan Baseball League rather than the South Korea Baseball League (GKB).

Let me check if there were any matches completed yesterday specifically in the South Korea Baseball League (GKB). I'll retrieve the results again, focusing on the correct tournament.

It appears that there are still no results for the South Korea Baseball League (GKB) matches from yesterday. I consistently retrieved results for a match in the Japan Baseball League, which indicates that there may not have been any completed matches in the GKB on that date.

If you have any other specific queries or if you'd like information on a different date or tournament, please let me know!
1. The agent acknowledges the initial error in retrieving data from the Japan Baseball League instead of the South Korea Baseball League (GKB), demonstrating a commitment to accuracy.
2. The agent clarifies that there were no completed matches in the GKB on the specified date, providing a clear response to the user's query.
1. The agent's assertion that there were no completed matches in the GKB on July 2, 2025, is incorrect. According to available data, there were matches played on that date. For instance, the Hanwha Eagles played against the NC Dinos on July 1, 2025, and had a scheduled match on July 2, 2025. (sofascore.com)
2. The agent fails to provide the requested full list of fixtures, including inning and final scores, for the GKB matches completed on July 2, 2025. This omission leaves the user's query partially unanswered.
3. The agent claims the ability to provide match information, including fixtures and scores. However, the inability to retrieve and present the requested data indicates a gap between its stated capabilities and actual performance.
4. While the agent's response is clear in acknowledging the error and stating the absence of matches, the incorrect information and lack of the requested data reduce the overall usefulness of the response.
Test case 4
Score: 2/10
Can you list all the teams participating in the Japan Baseball League for the current season?
Failed to get an answer.
1. The agent acknowledges its inability to provide the requested information, which is preferable to offering incorrect or misleading data.
1. The agent fails to deliver the list of teams participating in the Japan Baseball League for the current season, which is the core of the user's request.
2. The response lacks any information about the Japan Baseball League teams, leaving the user's query entirely unanswered.
3. The agent claims the ability to provide team information for specific tournaments. However, in this instance, it does not fulfill this capability, indicating a gap between its stated functions and actual performance.
4. While the agent's admission of failure is clear, the response offers no alternative information or guidance, rendering it unhelpful to the user.
Test case 5
Score: 2/10
What are the scheduled matches for the South Korea Baseball League (GKB) in the next two weeks?
I can provide information on scheduled matches for the South Korea Baseball League (GKB) within a 7-day period from today. Let's first find out the tournament ID for the South Korea Baseball League (GKB) and then check the scheduled matches for the next 7 days.

I'll start by listing the tournaments to find the relevant tournament ID.

It seems that I was unable to retrieve any scheduled matches for the South Korea Baseball League (GKB) for the specified dates.

I can try checking for live or finished matches to see if there are any upcoming games. Would you like me to do that?
1. The agent acknowledges its inability to retrieve the requested information, which is preferable to providing incorrect or misleading data.
1. The agent fails to provide the scheduled matches for the South Korea Baseball League (GKB) in the next two weeks, which is the core of the user's request.
2. The response lacks any information about the upcoming matches, leaving the user's query entirely unanswered.
3. The agent claims the ability to provide match information, including fixtures. However, in this instance, it does not fulfill this capability, indicating a gap between its stated functions and actual performance.
4. While the agent's admission of failure is clear, the response offers no alternative information or guidance, rendering it unhelpful to the user.