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PopNx MCPMCP servers for people who use AI · explained in plain words

Project Context Connector

by devznshversion 1.0.0i★ 0iRuns on your computer
Registry nameio.github.devznsh/project-context-connector

How to install

What it does

Give Claude complete understanding of your software project.

  • Connects Runs on your computer
  • Account or key No key needed
  • Category Other

Install

Pick the AI app you use, then copy the settings.

Passed 3/3 checks · Runs on your computer

First: which AI do you use?

Pick your app and the steps appear below.

Works with Claude, with some setup first

No key, nothing to install · Only the Claude desktop app (Windows or Mac), not the web or phone

  1. Download the maker’s installer

    Download the maker’s .mcpb file

    The .mcpb file comes straight from the maker; we do not change it

  2. Double-click the file, then click Install in the Claude desktop app

  3. Try it

    Use Project Context Connector and tell me what you can do for me, then show me one thing

    ✓ If Claude says it is using Project Context Connector or shows a Project Context Connector tool in the answer, you are connected

Menu names checked against Anthropic’s help page on Nov 11, 2026 · your screen may differ slightly by app version

ChatGPT cannot connect Project Context Connector yet

Project Context Connector runs on your computer, but ChatGPT can only connect servers that run on the web

What you can do instead

A · Use an app that can connect Project Context Connector

  • No key, nothing to install · Only the Claude desktop app (Windows or Mac), not the web or phone

B · Others in Other that work with ChatGPT

Picked from the most used in the same category, only ones that connect by address with no key

Claude Code cannot connect Project Context Connector yet

The maker only provides an installer for the Claude desktop app

What you can do instead

A · Use an app that can connect Project Context Connector

  • No key, nothing to install · Only the Claude desktop app (Windows or Mac), not the web or phone

Cursor cannot connect Project Context Connector yet

The maker only provides an installer for the Claude desktop app

What you can do instead

A · Use an app that can connect Project Context Connector

  • No key, nothing to install · Only the Claude desktop app (Windows or Mac), not the web or phone

VS Code cannot connect Project Context Connector yet

The maker only provides an installer for the Claude desktop app

What you can do instead

A · Use an app that can connect Project Context Connector

  • No key, nothing to install · Only the Claude desktop app (Windows or Mac), not the web or phone

Other apps that use MCP, such as Windsurf, Zed or Gemini CLI, each add servers differently. See how in the app list.

See every app that uses MCP →

JSON settings are under “For developers” below

Stuck? Ask people who use Project Context Connector💬 Discussion →

At a glance

Downloads per weeki
Not on npm/PyPI
Connection
Runs on your computer
Latest versioni
1.0.0
Categoryi
Other
Published to registryi
Jul 27, 2026
Code last changedi
Aug 3, 2026
Maker
devznsh
Packages
mcpb: …/project-context-connector.mcpb
Website
github.com
Registry status
Active

Which apps can use it

Based on how this server connects and on each app’s own docs, checked Nov 10, 2026.

Run on your computer in

ClaudeGooseLM StudioMsty StudioCherry StudioVisual StudioWindsurf (Devin Desktop)ZedKiroClineContinueJetBrains AI AssistantCodex CLIGemini CLIOpenCodenodecodeWarpLibreChatRaycast

All apps, with pros and cons →

Related guides

What it can do

Runs on your computer; the tool list appears in your AI app after you install it.

Basic checksi

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 14, 2026

  • ✓ Pass

    Maker matches the repo

    The registry name was verified with the GitHub account devznsh, which owns the repo

  • ✓ Pass

    Still maintained

    Code last changed 3 months ago

  • ✓ Pass

    Has a licence

    Uses MIT

  • – Not applicable

    Endpoint responds

    This one runs on your computer; there is no internet endpoint

  • – Not applicable

    Sign-in with OAuth

    Runs on your computer and uses local settings instead

  • … Not checked yet

    No hidden instructions in tool descriptions

    Runs on your computer; we can only read tool lists from internet endpoints

Discussion

Ask, share a tip or report that it does not work. Sorted by what people marked helpful.

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Posts here are written by users, not the PopNx team.

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User reviews

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Compared with others in Otheri

  • More stars than 0% of the other 19685 servers in this category
  • Published to the registry more recently than 15% of the other 19685 servers in this category
  • Basic checks equal to or better than 100% of the other 19685 servers in this category

Compared with every active server in this category in the registry. Stars count only when the publisher owns the repo.

Common questions

Is Project Context Connector safe?

It passed 3 of 3 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.

What keys or codes does it need?

The registry does not list a required key, though some servers ask you to sign in on first use.

Does it run on my computer or in the cloud?

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).

Is it still maintained?

The GitHub repo last changed 3 months ago, and the latest version (1.0.0) reached the registry 4 months ago.

Which apps can use it?

Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need MCPB on your computer.

What can I use instead?

In the same category: World Monitor, Claude Flow, Windmill

Others in the same category

Servers in the same category from other makers, sorted by stars.

Reading a card:↓ Downloads per weeki★ GitHub starsiThree pillars: reviews · checks · usageiUpdated = latest version published to the registryi

World Monitor

Real-time global intelligence on conflict, markets, energy, trade, shipping and cyber. 97 tools.

by koala73Widely used★ 90.6KUpdated yesterday

Runs in the cloud✓ service owner · worldmonitor.app

Claude Flow

AI orchestration with hive-mind swarms, neural networks, and 87 MCP tools for enterprise dev.

by ruvnetWidely used↓ 13.5K/wk★ 81.6KUpdated 14 months ago

Runs on your computer

Windmill

Run Windmill scripts and flows and manage jobs, schedules, resources and variables.

by windmill-labsWidely used★ 18.6KUpdated 2 days ago

Runs in the cloud

README from the maker

Open the README

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.

Throughline

Give Claude complete understanding of your software project.


Point it at a repository on your machine. It reads every file, extracts symbols with tree-sitter, resolves imports into a call graph, ingests git history, and exposes the whole thing to Claude as precise retrieval tools.

Then you can ask the questions you actually have — *"where is rate limiting handled?"*, *"what breaks if I change this?"* — and get real file paths and line numbers instead of plausible-sounding guesses.

Everything runs locally. This extension makes no network requests of any kind.

What it looks like

You: where does indexing decide a file has changed?

3 matches for "where does indexing decide a file has changed"
src/core/services/index-repository.ts:171-186

method IndexingService.index — src/core/services/index-repository.ts:171-186 why: text match; 15 inbound references; 6 matches in this file

const hash = contentHash(buffer); const previous = known.get(scanned.relPath); ... if (mode === 'incremental' && previous === hash) { unchanged.push(scanned.relPath); continue; }

That why: line is the point. Results are ranked by how structurally central they are — inbound references, export status, architectural role — not by how many times a word appears. A file that *mentions* caching loses to the one that *implements* it.

What you can ask

You askWhat happens
*"Where is payment handled?"*Expands the concept into the mechanisms code actually uses — stripe, charge, invoice, checkout — then ranks by structural importance
*"What calls validateToken?"*Every call site, with heuristic matches labelled as such so you know what to double-check before a rename
*"What happens when a request hits /login?"*Traces the call path from route handler to core logic, rendered as a sequence diagram
*"Get me oriented in this repo"*Stack, entry points, layer structure, hotspots, existing docs — every claim cited
*"Is anything dead here?"*Unreferenced non-exported symbols, with an explicit warning about what static analysis cannot see
*"Draft an onboarding guide"*Assembles one from the index; a separate tool writes it, and only with your explicit approval

Eighteen tools in total — see [docs/TOOLS.md](docs/TOOLS.md).

Supported languages

Full symbol extraction — TypeScript · TSX · JavaScript · JSX · Python · Go · Java · Kotlin · C# · Rust · C · C++ · YAML · JSON

Text-searchable only — SQL · Markdown · Dockerfile · Terraform *(grammars not yet vendored; files are indexed and searchable, but no symbols are extracted)*

Anything else is still catalogued and searchable as text.

Install

From a release — download throughline.mcpb, then in Claude Desktop go to Settings → Extensions → Advanced settings → Install Extension. You'll be asked which directories the connector may read.

From source — see [docs/INSTALL.md](docs/INSTALL.md):

npm install

npm run grammars # vendor tree-sitter WASM grammars npm run build npm run smoke -- . # watch it index itself

Requires Claude Desktop on macOS or Windows. Node ships with Claude Desktop, so there's nothing else to install.

First run

  1. *"List my workspaces"* — confirms the directory was granted.
  2. *"Index this project"* — a 5,000-file repository takes 20–60 seconds.
  3. Ask anything. Later, *"refresh the index"* picks up your edits in about a second.

Example prompts

  • *"Index this repo, then explain how authentication works. Cite files."*
  • *"I want to rename getUserById. Show me every caller and flag the risky ones."*
  • *"What are the entry points in this service?"*
  • *"Draw me the dependency graph for src/billing."*
  • *"Which files change most often and are the most complex?"*
  • *"Draft an architecture overview — don't write it to disk yet."*

How it works

A two-pass pipeline. Pass 1 parses every file with tree-sitter in parallel, with no shared state. Pass 2 has the global view and resolves names into a symbol table, import graph and call graph.

Search fuses a BM25 lexical ranker with a symbol-name ranker using reciprocal rank fusion, then re-ranks by graph centrality. RRF uses rank *position* only, so rankers with incomparable score scales compose without calibration — and the graph re-rank is what makes a conceptual query find the implementation rather than the twelve files that merely mention it.

The design rationale, including eleven decisions and what each traded away, is in [docs/ARCHITECTURE.md](docs/ARCHITECTURE.md).


Privacy Policy

Effective date: 2026-01-01 · Last updated: 2026-01-01

Throughline is a local desktop extension. It runs entirely on your computer as a child process of Claude Desktop.

What the connector accesses
  • Files inside the directories you explicitly grant during installation. Nothing outside those directories is read. Symlinks resolving outside a granted directory are refused.
  • Git metadata in those directories: commit subjects, author names and emails, timestamps, and which files each commit touched. Commit message bodies are not stored.
  • Nothing else. No environment variables beyond its own configuration, no browser data, no files elsewhere on your system, no other applications.
What the connector stores, and where

An index is written to .throughline/index.db inside each project directory you granted. It contains file paths, symbol names and signatures, documentation comments, import relationships, call edges, git metadata, and excerpts of your source code used for search.

The index never leaves your machine. Deleting the .throughline directory deletes it completely. Uninstalling the extension leaves it in place; remove the directory yourself if you want it gone.

What the connector transmits

The extension makes no network requests of any kind. No telemetry, no analytics, no crash reporting, no update check, no remote API. This is structural rather than a promise: it opens no sockets, and git operations read the local object database directly rather than contacting a remote.

The boundary is worth stating plainly. When Claude calls a tool, the tool's response — code snippets, file paths, symbol names from your project — is returned to Claude and therefore processed by Anthropic under Anthropic's Privacy Policy, exactly as if you had pasted that code into a conversation yourself. The connector controls what leaves your machine only insofar as it controls what it returns; it returns scoped, bounded excerpts rather than whole repositories, and redacts secrets first. If you don't want a directory's contents reaching Claude, don't grant that directory.

Secret redaction

Before any content is stored or returned, it is scanned for credential patterns — API keys, tokens, private keys, connection strings, passwords in assignments — and matches are replaced with [REDACTED:kind]. Redaction happens at write time, so secrets are never persisted in the index either.

This is a safety net, not a guarantee. Pattern matching cannot catch every secret. Don't grant access to directories containing credentials you wouldn't want in a conversation, and use security.denyGlobs to exclude sensitive paths.

Writing to your files

Read-only by default. The single tool that can write — write_documentation — requires both that you enable writes in settings and that you confirm the specific write after seeing a preview of the exact content. It writes only inside granted directories, only to a path you name.

Data sharing, retention, and contact

No data is shared with anyone. There is no server, no account, no third party. Retention is entirely under your control: the index lives in your project directory and is deleted when you delete it. This is a developer tool not directed at children and collects no personal information from anyone.

Questions or concerns: open an issue.

The full policy, including the exact redaction patterns and the data model, is in [docs/PRIVACY.md](docs/PRIVACY.md).


Security

  • Read-only by default; writes are double-gated and preview-first.
  • No shell execution, ever. Git is read in-process rather than by invoking git.
  • Path containment is enforced against resolved *real* paths, so symlinks cannot escape a granted directory.
  • stdout carries only JSON-RPC; all diagnostics go to stderr.
  • A config file inside a repository cannot widen the connector's access — granted directories come from the install dialog and nothing else can add to them.

Threat model: [docs/SECURITY.md](docs/SECURITY.md).

Configuration

Optional. Drop a connector.config.json in your project root to tune excludes, limits and search behaviour — see connector.config.example.json and [docs/CONFIGURATION.md](docs/CONFIGURATION.md).

Limitations

Worth knowing before you rely on it:

  • References resolve by name, not by types. No type checker is involved. Edges are labelled exact or heuristic; heuristic ones can be wrong.
  • Dynamic dispatch is invisible. Reflection, dependency injection, string-keyed routing and event buses produce no edges. "Dead code" findings are candidates, not verdicts.
  • Blame is approximate. Line attribution is reconstructed by walking history and doesn't track code movement the way git blame -M does.
  • Four languages parse as text only — SQL, Markdown, Dockerfile, Terraform.
  • Large repositories are bounded, not unbounded. The default file limit is 50,000; hitting it produces a warning, not a silent truncation.

Contributing

[docs/CONTRIBUTING.md](docs/CONTRIBUTING.md). Adding a language is usually a grammar, a .scm query file and a registry row — the pipeline shouldn't need to change.

License

MIT — see LICENSE.

Built for the Model Context Protocol .