REPOGEO REPORT · LITE

isaacphi/mcp-language-server

Default branch main · commit e4395849 · scanned 5/17/2026, 1:06:40 PM

GitHub: 1,527 stars · 129 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

highreadme#1

Reposition README opening to emphasize LLM integration and clarify MCP

Why:

CURRENT

This is an MCP server that runs and exposes a language server to LLMs. Not a language server for MCP, whatever that would be.

COPY-PASTE FIX

The MCP Language Server is a Model Context Protocol (MCP) server designed to expose language server capabilities to Large Language Models (LLMs). It enables AI agents to access semantic code tools like definition lookup, references, rename, and diagnostics, enhancing their ability to navigate and understand codebases. This project is *not* related to Minecraft's Mod Coder Pack (MCP).

hightopics#2

Refine Topics to remove ambiguity and add specificity

Why:

CURRENT

ai, language-server-protocol, mcp, mcp-server, model-context-protocol

COPY-PASTE FIX

ai, language-server-protocol, model-context-protocol, llm, llm-integration, code-intelligence, language-server

mediumhomepage#3
Add a homepage URL to the repository metadata
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

Of all named tools, what % are you?

Top rival

Sourcegraph

Recommended in 2 of 2 queries

COMPETITOR LEADERBOARD

Sourcegraph · recommended 2×
pyright · recommended 1×
rust-analyzer · recommended 1×
gopls · recommended 1×
TypeScript Language Server · recommended 1×

CATEGORY QUERY
How can I integrate an LLM with code navigation features like definitions and references?
you: not recommended
AI recommended (in order):
1. pyright
2. rust-analyzer
3. gopls
4. TypeScript Language Server
5. lsp-mode
6. coc.nvim
7. Tree-sitter
8. tree-sitter-cli
9. neovim
10. CodeMirror 6
11. lsif-go
12. lsif-tsc
13. lsif-py
14. Sourcegraph
15. OpenAI API
16. ast
17. esprima
18. go/ast
19. GitHub Copilot Chat
AI recommended 19 alternatives but never named isaacphi/mcp-language-server. This is the gap to close.
Show full AI answer
CATEGORY QUERY
Looking for an MCP server to provide code intelligence to AI agents.
you: not recommended
AI recommended (in order):
1. Eclipse LDT (Lua Development Tools)
2. Eclipse JDT Language Server
3. VS Code Java Language Server
4. Sourcegraph
5. Tree-sitter (tree-sitter/tree-sitter)
6. Javaparser (javaparser/javaparser)
AI recommended 6 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 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?
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 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?

Embed your GEO score

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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>

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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