RRepoGEO

REPOGEO REPORT · LITE

isaacphi/mcp-language-server

Default branch main · commit e4395849 · scanned 6/28/2026, 5:36:51 PM

GitHub: 1,559 stars · 138 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 isaacphi/mcp-language-server, 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
  • highabout#1
    Update repository description to highlight LLM integration

    Why:

    CURRENT
    mcp-language-server gives MCP enabled clients access semantic tools like get definition, references, rename, and diagnostics.
    COPY-PASTE FIX
    An MCP server that exposes Language Server Protocol (LSP) capabilities to Large Language Models (LLMs) for semantic code navigation and tooling.
  • hightopics#2
    Add specific topics for LLM-driven code navigation and LSP

    Why:

    CURRENT
    ai, language-server-protocol, mcp, mcp-server, model-context-protocol
    COPY-PASTE FIX
    ai, language-server-protocol, mcp, mcp-server, model-context-protocol, llm-tools, code-navigation, semantic-code, ai-coding, language-server-for-llm
  • mediumhomepage#3
    Add a homepage URL to the repository

    Why:

    COPY-PASTE FIX
    https://github.com/isaacphi/mcp-language-server

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 isaacphi/mcp-language-server
Avg rank
—
Lower is better. #1 = top recommendation.
Share of voice
0%
Of all named tools, what % are you?
Top rival
Language Server Protocol
Recommended in 1 of 2 queries
COMPETITOR LEADERBOARD
  1. Language Server Protocol · recommended 1×
  2. pyright · recommended 1×
  3. typescript-language-server · recommended 1×
  4. gopls · recommended 1×
  5. rust-analyzer · recommended 1×
  • CATEGORY QUERY
    How to enable AI models to perform semantic code navigation like go-to-definition?
    you: not recommended
    AI recommended (in order):
    1. Language Server Protocol
    2. pyright
    3. typescript-language-server
    4. gopls
    5. rust-analyzer
    6. jdt.ls
    7. clangd
    8. Tree-sitter
    9. tree-sitter-python
    10. tree-sitter-javascript
    11. tree-sitter-go
    12. Clang
    13. Roslyn
    14. JDT
    15. ESLint
    16. espree
    17. @typescript-eslint/parser
    18. PyTorch Geometric
    19. DeepMind's Graph Nets library
    20. DGL (Deep Graph Library)
    21. ripgrep
    22. GNU grep
    23. Elasticsearch
    24. Solr

    AI recommended 24 alternatives but never named isaacphi/mcp-language-server. This is the gap to close.

    Show full AI answer
  • CATEGORY QUERY
    Seeking a server to expose language server protocol capabilities to large language models.
    you: not recommended
    AI recommended (in order):
    1. LangChain (langchain-ai/langchain)
    2. LlamaIndex (run-llama/llama_index)
    3. Semantic Kernel (microsoft/semantic-kernel)
    4. FastAPI (tiangolo/fastapi)
    5. Flask (pallets/flask)
    6. python-lsp-server (python-lsp/python-lsp-server)
    7. OpenAI Function Calling
    8. VS Code (microsoft/vscode)

    AI recommended 8 alternatives but never named isaacphi/mcp-language-server. 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 isaacphi/mcp-language-server?
    pass
    AI named isaacphi/mcp-language-server explicitly

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

  • If a team adopts isaacphi/mcp-language-server in production, what risks or prerequisites should they evaluate first?
    pass
    AI named isaacphi/mcp-language-server 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 isaacphi/mcp-language-server solve, and who is the primary audience?
    pass
    AI did not name isaacphi/mcp-language-server — 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?

Embed your GEO score

Drop this badge into the README of isaacphi/mcp-language-server. It auto-updates whenever the report is rescanned and links back to the latest report — easy public proof that you care about AI discoverability.

RepoGEO badge previewLive preview
MARKDOWN (README)
[![RepoGEO](https://repogeo.com/badge/isaacphi/mcp-language-server.svg)](https://repogeo.com/en/r/isaacphi/mcp-language-server)
HTML
<a href="https://repogeo.com/en/r/isaacphi/mcp-language-server"><img src="https://repogeo.com/badge/isaacphi/mcp-language-server.svg" alt="RepoGEO" /></a>
Pro

Subscribe to Pro for deep diagnoses

isaacphi/mcp-language-server — 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
isaacphi/mcp-language-server — RepoGEO report