RRepoGEO

REPOGEO REPORT · LITE

chatmcp/mcp-server-chatsum

Default branch main · commit 5bf9298a · scanned 5/18/2026, 2:38:06 PM

GitHub: 1,033 stars · 100 forks

Scan history for this repo

Score trend below includes all ready runs (older left, newer right; scroll horizontally if needed). The table is collapsed by default—expand for newest-first rows, 10 per page.

Score trend (left → right: older → newer)

2 ready scans. Expand the table below for newest-first rows (10 per page, paginated).

AI VISIBILITY SCORE
28 /100
Critical
Category recall
0 / 2
Not recommended in any query
Rule findings
1 pass · 1 warn · 0 fail
Objective metadata checks
AI knows your name
2 / 3
Direct prompts that named your repo
HOW TO READ THIS REPORT

Action plan is what to do next — copy-pasteable changes prioritized by impact. Category visibility is the real GEO test: when a user asks an AI a brand-free question that should surface chatmcp/mcp-server-chatsum, does the AI actually recommend you — or your competitors? Objective checks verify the metadata signals AI engines weight first. Self-mention check detects whether AI even knows you exist by name.

Action plan — copy-paste fixes

3 prioritized changes generated by gemini-2.5-flash. Mark items done after you ship the fix.

OVERALL DIRECTION
  • highreadme#1
    Reposition README H1 and opening paragraph to clarify purpose and target platform

    Why:

    CURRENT
    # mcp-server-chatsum

This MCP Server is used to summarize your chat messages.
    COPY-PASTE FIX
    # mcp-server-chatsum: AI-powered Personal Chat Summarization for Claude Desktop

This MCP Server plugin enables AI assistants like Claude Desktop to query and summarize *your personal chat messages* from a local database. It provides tools to intelligently retrieve and condense your conversations, making your chat history more manageable and insightful.
  • highlicense#2
    Add a standard open-source license file

    Why:

    COPY-PASTE FIX
    MIT License

Copyright (c) [YEAR] [COPYRIGHT HOLDER NAME]

Permission is hereby granted, free of charge, to any person obtaining a copy
of this software and associated documentation files (the "Software"), to deal
in the Software without restriction, including without limitation the rights
to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
copies of the Software, and to permit persons to whom the Software is
furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all
copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
SOFTWARE.
  • highabout#3
    Update the repository's About description

    Why:

    CURRENT
    Query and Summarize your chat messages.
    COPY-PASTE FIX
    An MCP Server plugin to query and summarize your personal chat messages, designed for AI assistants like Claude Desktop.

Category GEO backends resolved for this scan: google/gemini-2.5-flash, deepseek/deepseek-v4-flash

Category visibility — the real GEO test

Brand-free queries asked to google/gemini-2.5-flash. Did AI recommend you, or someone else?

Same questions for every model — switch tabs to compare answers and rankings.

Recall
0 / 2
0% of queries surface chatmcp/mcp-server-chatsum
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
LM Studio
Recommended in 2 of 2 queries
COMPETITOR LEADERBOARD
  1. LM Studio · recommended 2×
  2. Microsoft Excel · recommended 1×
  3. Google Sheets · recommended 1×
  4. Apple Numbers · recommended 1×
  5. VS Code · recommended 1×
  • CATEGORY QUERY
    How can I effectively query and summarize my personal chat message history?
    you: not recommended
    AI recommended (in order):
    1. Microsoft Excel
    2. Google Sheets
    3. Apple Numbers
    4. VS Code
    5. Sublime Text
    6. Notepad++
    7. Python
    8. Pandas
    9. NLTK
    10. spaCy
    11. scikit-learn
    12. Ollama
    13. Llama 3
    14. GPT4All
    15. LM Studio
    16. SQLite
    17. PostgreSQL
    18. Chat Analyzer for WhatsApp
    19. Telegram Chat Export Parser

    AI recommended 19 alternatives but never named chatmcp/mcp-server-chatsum. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Tool to locally analyze and summarize chat conversations using an AI assistant?
    you: not recommended
    AI recommended (in order):
    1. LM Studio
    2. Ollama (ollama/ollama)
    3. LocalAI (go-skynet/LocalAI)
    4. Jan (janhq/jan)
    5. GPT4All (nomic-ai/gpt4all)
    6. PrivateGPT (imartinez/privateGPT)

    AI recommended 6 alternatives but never named chatmcp/mcp-server-chatsum. This is the gap to close.

    Show full AI answer

Objective checks

Rule-based audits of metadata signals AI engines weight most.

  • Metadata completeness
    warn

    Suggestion:

  • README presence
    pass

Self-mention check

Does AI even know your repo exists when asked about it directly?

  • Compared to common alternatives in this category, what is the core differentiator of chatmcp/mcp-server-chatsum?
    pass
    AI named chatmcp/mcp-server-chatsum explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • If a team adopts chatmcp/mcp-server-chatsum in production, what risks or prerequisites should they evaluate first?
    pass
    AI named chatmcp/mcp-server-chatsum explicitly

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

  • In one sentence, what problem does the repo chatmcp/mcp-server-chatsum solve, and who is the primary audience?
    pass
    AI did not name chatmcp/mcp-server-chatsum — likely talking about a different project

    AI answers can be confidently wrong. Read for accuracy: does it match your actual tech stack, audience, and differentiator?

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chatmcp/mcp-server-chatsum — Lite scans stay free; this card itemizes Pro deep limits vs Lite.

  • Deep reports10 / month
  • Brand-free category queries5 vs 2 in Lite
  • Prioritized action items8 vs 3 in Lite