GitHub
GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.
Description from the maker (original English)
Committed, machine-readable codebase context and code map that tells agents where to look.
These three are never merged into one score: opinions, measurements and popularity are different things.
We have not written a plain-language summary for this one yet. Below are the facts we read from the registry.
Pick the AI app you use, then copy the settings.
You need
Which app do you use?
Pick your app above. We remember it, so next time the button says “Install in …”.
Open Claude Desktop → Settings → Developer → Edit Config, and paste this into claude_desktop_config.json
{
"mcpServers": {
"prelude": {
"command": "npx",
"args": [
"-y",
"prelude-context",
"serve"
]
}
}
}Run this in your terminal
claude mcp add prelude -- npx -y prelude-context servePaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"prelude": {
"command": "npx",
"args": [
"-y",
"prelude-context",
"serve"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
Paste into .vscode/mcp.json in your project
{
"servers": {
"prelude": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"prelude-context",
"serve"
]
}
}
}Your browser asks to open the app, then the app shows the settings and asks you to confirm. Key values are left empty for you to fill in.
This one runs on your computer, and ChatGPT can only connect to servers on the internet. Pick another app.
Your choice stays on this device in a cookie; no account needed.
These settings are generated from the maker’s registry entry. If the README says otherwise, follow the README.
Runs on your computer; the tool list appears in your AI app after you install it.
We check information anyone can see; we have not read the code. Checks that do not apply are left out of the count. · Checked Nov 7, 2026
The registry name was verified with the GitHub account adjective-rob, which owns the repo
We have not read this repo from GitHub yet
We have not read this repo from GitHub yet
This one runs on your computer; there is no internet endpoint
Runs on your computer and uses local settings instead
Runs on your computer; we can only read tool lists from internet endpoints
Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.
It passed 1 of 1 applicable basic checks. We have not read the code. Before adding a key or token, see what access the server asks for and use a key with only the permissions you need.
The registry does not list a required key, though some servers ask you to sign in on first use.
It runs on your computer. Your AI app starts it when needed, and data does not pass through the maker’s servers (unless it calls an online service itself).
The GitHub repo last changed –, and the latest version (1.11.0) reached the registry 33 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js on your computer.
In the same category: GitHub, Desktop Commander, Cloudflare MCP
Servers in the same category from other makers, sorted by stars.
Reading a card:★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi
GitHub’s official server lets AI read and manage code, issues and pull requests in your account. Use GitHub’s hosted version or run it locally with Docker.
MCP server for terminal commands, file operations, and process management
Cloudflare MCP servers
Copied from the maker’s repo as written. PopNx MCP has not reviewed or endorsed it. HTML, images and scripts are removed. Links lead off this site.
Project memory and a code map for AI agents: where to look, why the code is the way it is, and what a change will touch.
An agent with grep can find where a word appears. It cannot find out why the code is shaped the way it is, which tests cover a file, how many other files depend on it, or what the last session learned. That knowledge isn't in the source.
Prelude keeps it in the repo. It scans the project once and writes a small set of JSON files to .context/: the stack, the architecture, the constraints, the decisions, and a code map of every module, its exports, and what imports what. You commit those files, and agents add to them as they work. Every later session starts from them, through an MCP server, a generated CLAUDE.md / AGENTS.md, or plain stdout.
No embeddings, no server to host, no network calls. Regex heuristics over TypeScript/JavaScript, Python, Go, and Rust.
cd your-project
npx prelude-context init # writes .context/
Or install it, which gives you the prelude command used in the rest of this README:
npm install -g prelude-context
prelude init
Then give it a task phrase:
prelude locate preserve manual edits during update --limit 2
1. src/core/merger.ts · src/core (Core business logic) · score 32
exports: MergeResult, MergeChange, ContextMerger, trackMapFields why: decision: Manual edits are sacred, content preserve×25, manual×31, edit×9, update×6, matches all terms impact: imported by 4 files · tests: tests/map-merge.test.ts, tests/mcp-server.test.ts, tests/merge-preserve.test.ts decisions: Manual edits are sacred
One call returns the files to read, why each was picked, what depends on them, the tests to run afterwards, and the recorded decision that constrains the change. That is real output from this repository, which keeps its own .context/ committed. Browse it to see what Prelude writes.
Requires Node.js >= 20.19.
your-project/
└── .context/ ├── project.json what the project is ├── stack.json language, runtime, frameworks, tooling ├── architecture.json type, patterns, directories, entry points, routes ├── constraints.json rules and preferences ├── decisions.json architecture decisions and their rationale ├── map.json modules, exports, import graph, hub files ├── changelog.md project timeline └── .prelude/ state: which fields were inferred, which you edited
Commit .context/. Gitignore .context/*.session.json.
prelude compact prints the whole thing as one dense line per section, sized for a system prompt (a few hundred tokens for this repo):
[project] prelude-context | The open standard for expressing and maintaining machine-readable context about a codebase
[stack] TypeScript/JavaScript Node.js >=20.19.0 | pnpm | testing: Vitest [arch] type=cli | patterns: Utility modules | entry: bin/prelude.ts | dirs: bin (Executable entry points), src/commands (Command handlers), src/core (Core business logic), src/mcp (MCP server), ... [decisions] Manual edits are sacred (accepted); Regex heuristics, not AST parsers (accepted); Schemas are the contract (accepted); ... [map] hubs: src/utils/fs.ts(25), src/runtime/context.ts(20), src/schema/index.ts(18), ... | src/core (Core business logic): state-manager.ts, infer.ts, map-scanner.ts +15 | ...
| Question | Where Prelude gets the answer |
|---|---|
| Why is this code the way it is? | decisions.json: decisions and rationale, recorded by you or by an agent with prelude_record_decision |
| What depends on this file? | map.json: the resolved import graph, importer counts, hub files |
| Which tests cover it? | map.json: the test files that import it |
| What did the last session learn about this module? | Module notes, written with prelude annotate or prelude_annotate_module and never overwritten |
| What must I not do here? | constraints.json |
| How does this repo talk to that one? | relatedProjects in project.json, served across repos in workspace mode |
prelude locate attaches the first four to every file it returns. On a freshly initialised project the decisions and notes are empty; the import graph and tests are there from the first run, and the rest accumulates as people and agents record it.
locate find files?bench/locate-bench.ts replays a repository's git history: each commit subject is a query, the files that commit changed are the answer, and the repo is checked out at the parent commit so nothing sees the change itself. The baseline is a grep for each query term over the same files, ranked by distinct terms matched. Share of queries with a correct file in the top 8:
| Repo | Source files | Ranked grep | prelude locate |
|---|---|---|---|
| cobra (Go) | 37 | 95% | 96% |
| flask (Python) | 82 | 83% | 86% |
| hono (TypeScript) | 361 | 88% | 97% |
| ripgrep (Rust) | 100 | 64% | 79% |
| typer (Python) | 629 | 76% | 74% |
| express (JavaScript) | 147 | 87% | 90% |
| Average | 82% | 87% |
The top result is correct 48% of the time, against 39% for grep. Up to 100 commits per repo. The scoring weights were chosen using these same six repositories, so treat the numbers as in-sample; run the script on your own repo to check (see CONTRIBUTING.md). File-finding is the baseline here, not the point: the table above is.
Keep them. Prelude generates both (prelude export --format claude-md, --format agents-md) and can bootstrap from one you already have (prelude init --from-claude-md). The difference is what sits underneath:
prelude diff --check exits 1 when the committed context no longer matches the code, so CI catches the drift.prelude locate turns a task phrase into a short list of files with the reason each was picked, the tests that cover it, and the decisions that apply. A prose file can't do that.prelude update refreshes the first kind and never touches the second.Prelude runs as an MCP server over stdio.
From a project that has a .context/ directory, register the server with Claude Code:
claude mcp add prelude-context -- npx -y prelude-context serve
For any other client, the server command is npx -y prelude-context serve --root /path/to/project:
{
"mcpServers": { "prelude-context": { "command": "npx", "args": ["-y", "prelude-context", "serve", "--root", "/path/to/project"] } } }
prelude mcp-config --client claude-code | cursor | codex | claude-desktop prints the exact snippet for your machine and client. The read tools are annotated read-only, so clients that honour tool annotations can run them without asking.
| Tool | What the agent gets |
|---|---|
prelude_compact | The token-budgeted overview (about 800 tokens by default), including the [map] line |
prelude_locate | The files most relevant to a task phrase, each with reasons, importer count, covering tests, applicable decisions, and notes |
prelude_map | Hubs and modules, one module in detail, or one file's exports and importers |
prelude_query | Context filtered by topic, directory scope, or type |
prelude_record_decision | Appends a decision to decisions.json so later sessions inherit it |
prelude_annotate_module | Corrects a module's purpose or adds notes in map.json; never overwritten by update |
prelude_status | Which context files exist |
Resources: prelude://context/full, prelude://context/compact, prelude://context/map, and prelude://context/{type} for a single file.
Register each codebase once, register Prelude once in your agent harness, and every session can see all of your projects: what each one is, how they relate, and where to look inside any of them.
# once per repo
cd ~/code/backend && prelude init && prelude workspace add . cd ~/code/frontend && prelude init && prelude workspace add .
prelude mcp-config --workspace --client claude-code
In workspace mode every tool takes an optional project, and three more tools appear:
| Agent call | What it gets back |
|---|---|
prelude_projects | One block per project: purpose, stack, entry points, API surface, hub files, related projects |
prelude_locate(query="billing checkout") | Searches every project when project is omitted |
prelude_link_projects(from="frontend", to="backend", relation="consumes", contract="REST /api/v1, JWT bearer") | Records the relationship in frontend's project.json |
prelude_workspace_refresh | Rebuilds the workspace index |
prelude workspace list | index | status | remove manage the registry at ~/.prelude/ (override with PRELUDE_HOME).
The GitHub Action has two modes. Guard (check: "true") runs prelude diff --check and fails the job when the committed .context/ has drifted from the code. Update (the default) runs prelude update and opens a pull request when .context/ changed. Use both: guard pull requests, update on main.
# .github/workflows/prelude.yml
name: Prelude Context on: pull_request: push: branches: [main] paths: [package.json, pyproject.toml, Cargo.toml, go.mod, "src/**"]
jobs: check: if: github.event_name == 'pull_request' runs-on: ubuntu-latest steps:
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