├── .python-version
├── client.py
├── .gitignore
├── pyproject.toml
├── models.py
├── README.md
├── server.py
├── services.py
└── uv.lock


/.python-version:
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1 | 3.12
2 | 


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/client.py:
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1 | 
2 | mcp_config = {
3 | 
4 | }


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/.gitignore:
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 1 | # Python-generated files
 2 | __pycache__/
 3 | *.py[oc]
 4 | build/
 5 | dist/
 6 | wheels/
 7 | *.egg-info
 8 | 
 9 | # Virtual environments
10 | .venv
11 | 


--------------------------------------------------------------------------------
/pyproject.toml:
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 1 | [project]
 2 | name = "ez-dev-mcp"
 3 | version = "0.1.0"
 4 | description = "Add your description here"
 5 | readme = "README.md"
 6 | requires-python = ">=3.12"
 7 | dependencies = [
 8 |     "fastmcp>=2.8.1",
 9 |     "pygithub>=2.6.1",
10 | ]
11 | 


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/models.py:
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 1 | from pydantic import BaseModel, Field
 2 | from typing import Annotated, Optional
 3 | 
 4 | class FindGithubContextInput(BaseModel):
 5 |   repository_absolute_path: Annotated[str, Field(description="The absolute path of the current repo")]
 6 |   relative_file_path: Annotated[str, Field(description="The relative path within the repo of the file the user has selected")]
 7 |   starting_line_number: Annotated[int, Field(description="The first line of selected code, if code is selected")]
 8 |   ending_line_number: Annotated[int, Field(description="The final line of selected code, if code is selected")]
 9 |   selected_code: Annotated[str, Field(description="The selected code or the contents of the file if no specific code is selected")]
10 | 


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/README.md:
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 1 | # GitHub Context MCP Demo
 2 | 
 3 | GitHub Context MCP is a Python-based project designed to be an example of Sampling, Prompt, and Tool MCP functionality for interacting with GitHub repositories. 
 4 | 
 5 | ## Installation
 6 | To install and set up the project, follow these steps:
 7 | 
 8 | 1. Clone the repository:
 9 |    ```bash
10 |    git clone <repository-url>
11 |    ```
12 | 
13 | 2. Navigate to the project directory:
14 |    ```bash
15 |    cd github-context-mcp
16 |    ```
17 | 
18 | 3. Install dependencies via `uv sync`.
19 | 
20 | ## Usage
21 | To install in VSCode, use the following format:
22 | 
23 | ```json
24 | "githubcontext": {
25 |     "type": "stdio",
26 |     "command": "uv",
27 |     "args": [
28 |         "--directory",
29 |         "/Users/brandonshar/Code/github-context-mcp",
30 |         "run",
31 |         "server.py"
32 |     ],
33 | }
34 | ```
35 | 
36 | If you want to query private repos, you'll need to add an additional env section
37 | with your github token 
38 | 
39 | ```json
40 | {
41 |   "env": {
42 |     "GITHUB_TOKEN": "abc123"
43 |   }
44 | }
45 | ```
46 | 
47 | ## License
48 | This project is licensed under the MIT License.
49 | 


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/server.py:
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 1 | from fastmcp import FastMCP, Context
 2 | from models import FindGithubContextInput
 3 | from services import GitHubService, git_blame, filter_relevant_prs, analyze_prs
 4 | 
 5 | mcp_server = FastMCP("Github Context Demo MCP Server")
 6 | 
 7 | @mcp_server.prompt
 8 | def say_hello(name: str):
 9 |   """
10 |   A simple prompt to say hello to the user.
11 |   """
12 |   return f"Hello my name is {name}"
13 | 
14 | @mcp_server.prompt
15 | def context():
16 |   return """
17 |   I am looking to understand the context of why this section of code exists.
18 | 
19 | Use the find_github_context tool to analyze the selected section of code, it will return a summary of the most
20 | relevant Github PRs. If the user has not selected any code simply respond with "Please select a section of code and add it to context to analyze".
21 | 
22 | Make sure to include both the PR title and a link to the PR in your response.
23 | """
24 | 
25 | @mcp_server.tool
26 | async def find_github_context(input: FindGithubContextInput, ctx: Context):
27 |   """
28 |   Call this function when the user has selected a section of code and is looking for context
29 |   on why it exists. Will return some PR descriptions to help figure it out.
30 |   """
31 |   await ctx.report_progress(1, 6, "Checking Git History")
32 |   
33 |   shas = git_blame(input)
34 | 
35 |   await ctx.report_progress(2, 6, "Pulling PRs")
36 |   github = GitHubService(input.repository_absolute_path)
37 |   possible_prs = github.lookup_pull_requests_for_shas(shas)
38 | 
39 | 
40 |   await ctx.report_progress(3, 6, f"Checking relevance of {len(possible_prs)} PRs")
41 |   relevant_prs = await filter_relevant_prs(possible_prs, ctx, input)
42 | 
43 |   if not relevant_prs:
44 |     return ["No relevant pull requests found for the selected code."]
45 | 
46 |   await ctx.report_progress(5, 6, f"Analyzing {len(relevant_prs)} relevant PRs")
47 |   return await analyze_prs(relevant_prs, ctx, input)
48 | 
49 | if __name__ == "__main__":
50 |   mcp_server.run(transport="stdio")
51 | 


--------------------------------------------------------------------------------
/services.py:
--------------------------------------------------------------------------------
  1 | from github import Github
  2 | import os
  3 | import subprocess
  4 | import re
  5 | from collections import Counter
  6 | from typing import List, Dict, Tuple, Optional
  7 | from models import FindGithubContextInput
  8 | import asyncio
  9 | 
 10 | 
 11 | def get_github_repo_info(repo_path: str) -> Tuple[Optional[str], Optional[str]]:
 12 |     """
 13 |     Extract owner/repo information from a git remote URL.
 14 | 
 15 |     Args:
 16 |         repo_path (str): Path to the local git repository.
 17 | 
 18 |     Returns:
 19 |         Tuple[Optional[str], Optional[str]]: A tuple containing the owner and repository name, or None if not found.
 20 |     """
 21 |     try:
 22 |         remote_url = subprocess.check_output(
 23 |             ["git", "remote", "get-url", "origin"], 
 24 |             cwd=repo_path
 25 |         ).decode().strip()
 26 |         
 27 |         # Parse GitHub URL (both HTTPS and SSH)
 28 |         match = re.search(r'github\.com[:/]([^/]+)/([^/.]+)', remote_url)
 29 |         if match:
 30 |             return match.group(1), match.group(2)
 31 |         return None, None
 32 |     except subprocess.CalledProcessError:
 33 |         return None, None
 34 | 
 35 | 
 36 | class GitHubService:
 37 |     """
 38 |     Service class for GitHub operations to avoid code duplication.
 39 | 
 40 |     Attributes:
 41 |         repo_path (str): Path to the local git repository.
 42 |         owner (str): GitHub repository owner.
 43 |         repo_name (str): GitHub repository name.
 44 |         github (Github): PyGithub client instance.
 45 |         repo (Repository): PyGithub repository instance.
 46 |     """
 47 |     
 48 |     def __init__(self, repo_path: str):
 49 |         """
 50 |         Initialize the GitHubService with repository path.
 51 | 
 52 |         Args:
 53 |             repo_path (str): Path to the local git repository.
 54 | 
 55 |         Raises:
 56 |             ValueError: If the repository information cannot be determined or accessed.
 57 |         """
 58 |         self.repo_path = repo_path
 59 |         self.owner, self.repo_name = get_github_repo_info(repo_path)
 60 |         
 61 |         if not self.owner or not self.repo_name:
 62 |             raise ValueError(f"Could not determine GitHub repo info from path: {repo_path}")
 63 |         
 64 |         # Set up GitHub API client
 65 |         token = os.getenv('GITHUB_TOKEN')
 66 |         self.github = Github(token) if token else Github()  # Anonymous if no token
 67 |         
 68 |         try:
 69 |             self.repo = self.github.get_repo(f"{self.owner}/{self.repo_name}")
 70 |         except Exception as e:
 71 |             raise ValueError(f"Error accessing repo {self.owner}/{self.repo_name}: {e}")
 72 |     
 73 |     def fetch_pr_diff(self, pr_url: str) -> str:
 74 |         """
 75 |         Fetch the full diff content for a PR using PyGithub API (works with private repos).
 76 | 
 77 |         Args:
 78 |             pr_url (str): URL of the pull request.
 79 | 
 80 |         Returns:
 81 |             str: The diff content of the pull request.
 82 |         """
 83 |         try:
 84 |             # Extract PR number from the PR URL
 85 |             match = re.search(r'github\.com[:/]([^/]+)/([^/.]+)/pull/(\d+)', pr_url)
 86 |             if not match:
 87 |                 print(f"Could not parse PR URL: {pr_url}")
 88 |                 return ""
 89 |             
 90 |             owner, repo_name, pr_number = match.groups()
 91 |             pr_number = int(pr_number)
 92 |             
 93 |             # Verify the URL matches our repo
 94 |             if owner != self.owner or repo_name != self.repo_name:
 95 |                 print(f"PR URL does not match current repo {self.owner}/{self.repo_name}")
 96 |                 return ""
 97 |             
 98 |             pr = self.repo.get_pull(pr_number)
 99 |             
100 |             # Get all files in the PR and combine their patches
101 |             diff_content = []
102 |             for file in pr.get_files():
103 |                 if file.patch:  # Some files (like binary files) don't have patches
104 |                     diff_content.append(file.patch)
105 |             
106 |             return "\n".join(diff_content)
107 |             
108 |         except Exception as e:
109 |             print(f"Error fetching diff from {pr_url}: {e}")
110 |             return ""
111 |     
112 |     def lookup_pull_requests_for_shas(self, shas: List[str], include_diff: bool = False) -> List[Dict[str, any]]: # type: ignore
113 |         """
114 |         Look up pull requests for given commit SHAs.
115 | 
116 |         Args:
117 |             shas (List[str]): List of commit SHAs to look up.
118 |             include_diff (bool): Whether to include diff content in the result.
119 | 
120 |         Returns:
121 |             List[Dict[str, any]]: A list of dictionaries containing PR information.
122 |         """
123 |         pr_info = []
124 |         # Limit to first 10 to avoid rate limits
125 |         for sha in shas[:10]:
126 |             try:
127 |                 # Use the GitHub API to get PRs associated with this specific commit
128 |                 commit = self.repo.get_commit(sha)
129 |                 pulls = commit.get_pulls()
130 | 
131 |                 for pr in pulls:
132 |                     comments = [f"{comment.user.login}: {comment.body}" for comment in pr.get_issue_comments()]
133 |                     pr_info.append({
134 |                         "sha": sha,
135 |                         "pr_number": pr.number,
136 |                         "title": pr.title,
137 |                         "url": pr.html_url,
138 |                         "body": pr.body,
139 |                         "author": pr.user.login,
140 |                         "diff": self.fetch_pr_diff(pr.html_url) if include_diff else None,
141 |                         "comments": comments,
142 |                     })
143 |                     break  # Only get the first PR for this SHA
144 |             except Exception as e:
145 |                 print(f"Error looking up PR for commit {sha}: {e}")
146 |                 continue  # Skip if commit not found or other error
147 | 
148 |         return pr_info
149 | 
150 | def git_blame(input: FindGithubContextInput) -> List[str]:
151 |     """
152 |     Run git blame on the specified file and return the most common commit SHAs.
153 | 
154 |     Args:
155 |         input (FindGithubContextInput): Input containing file path and line range.
156 | 
157 |     Returns:
158 |         List[str]: A list of the most common commit SHAs.
159 |     """
160 |     args = [
161 |         "git", "blame",
162 |         *("-L", f"{input.starting_line_number},{input.ending_line_number}" if input.starting_line_number is not None and input.ending_line_number is not None else []),
163 |         input.relative_file_path
164 |     ]
165 |     
166 |     blame_output = subprocess.check_output(
167 |         args,
168 |         cwd=input.repository_absolute_path,
169 |     ).decode()
170 | 
171 |     sha_counter = Counter(line.split()[0] for line in blame_output.splitlines())
172 |     return [sha for sha, count in sha_counter.most_common()]
173 | 
174 | async def filter_relevant_prs(possible_prs, ctx, input: FindGithubContextInput):
175 |     """
176 |     Filter relevant pull requests based on the selected code context.
177 | 
178 |     Args:
179 |         possible_prs (List[Dict]): List of possible pull requests.
180 |         ctx: Context object for sampling.
181 |         input (FindGithubContextInput): Input containing selected code and file path.
182 | 
183 |     Returns:
184 |         List[Dict]: A list of relevant pull requests.
185 |     """
186 |     relevance_tasks = []
187 |     for pr in possible_prs:
188 |         task = ctx.sample(f"""
189 | Analyze if this pull request is relevant to the selected code. Respond with ONLY "RELEVANT" or "NOT RELEVANT".
190 | 
191 | SELECTED CODE:
192 | - File: {input.relative_file_path}
193 | - Code:
194 | ```
195 | {input.selected_code}
196 | ```
197 | 
198 | PULL REQUEST:
199 | - PR #{pr['pr_number']}: {pr['title']}
200 | - Body {pr['body']}
201 | 
202 | PR DIFF:
203 | {pr['diff']}
204 | 
205 | Is this PR directly relevant to the selected code? Consider:
206 | - Does it modify the same file and approximate line range?
207 | - Does it affect the functionality shown in the selected code?
208 | - Are the changes meaningful (not just formatting/linting)?
209 | 
210 | Answer with ONLY "RELEVANT" or "NOT RELEVANT".
211 | """)
212 |         relevance_tasks.append((pr, task))
213 | 
214 |     relevance_results = await asyncio.gather(*[task for _, task in relevance_tasks])
215 | 
216 |     relevant_prs = []
217 |     for (pr, _), relevance in zip(relevance_tasks, relevance_results):
218 |         if relevance.text.strip().upper() == "RELEVANT":
219 |             relevant_prs.append(pr)
220 | 
221 |     return relevant_prs
222 | 
223 | async def analyze_prs(prs, ctx, input: FindGithubContextInput) -> List[str]:
224 |     """
225 |     Analyze pull requests to provide detailed context and history for selected code.
226 | 
227 |     Args:
228 |         prs (List[Dict]): List of pull requests to analyze.
229 |         ctx: Context object for sampling.
230 |         input (FindGithubContextInput): Input containing selected code and file path.
231 | 
232 |     Returns:
233 |         List: Detailed analyses of the pull requests.
234 |     """
235 |     analysis_tasks = []
236 |     for pr in prs:
237 |         task = ctx.sample(f"""
238 | You are an expert code analyst helping developers understand the context and history of specific code sections.
239 | 
240 | Provide a detailed analysis of how this pull request relates to the selected code.
241 | 
242 | SELECTED CODE CONTEXT:
243 | - File: {input.relative_file_path}
244 | - Selected Code:
245 | ```
246 | {input.selected_code}
247 | ```
248 | 
249 | PULL REQUEST INFORMATION:
250 | - PR #{pr['pr_number']}: {pr['title']}
251 | - Author: {pr['author']}
252 | - Description: {pr['body'] or 'No description provided'}
253 | - Comments: {', '.join(pr['comments']) if pr['comments'] else 'No comments'}
254 | 
255 | PR DIFF:
256 | ```
257 | {pr['diff']}
258 | ```
259 | 
260 | Provide your analysis in this format:
261 | 
262 | **PR #{pr['pr_number']}: {pr['title']}**
263 | **URL: {pr['url']}**
264 | 
265 | **What this PR did:**
266 | [Brief description of the changes made]
267 | 
268 | **How it relates to your selected code:**
269 | [Specific explanation of how the PR affects or explains the selected code]
270 | 
271 | **Key details:**
272 | [Any important context from the PR description or diff that helps understand the selected code]
273 | 
274 | Focus on practical context that helps understand why the selected code exists or behaves as it does.
275 | """)
276 |         analysis_tasks.append(task)
277 | 
278 |     # Run detailed analyses in parallel
279 |     await ctx.report_progress(6, 6, "Finalizing analysis")
280 |     detailed_analyses = await asyncio.gather(*analysis_tasks)
281 | 
282 |     return detailed_analyses
283 | 
284 | 


--------------------------------------------------------------------------------
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