Automatised Pipeline MCP server
Codebase intelligence MCP server — index any repo into a property graph; 26 tools for agents.
5 stars
Reviews
Write oneNobody has reviewed Automatised Pipeline yet.
If you have run it, two minutes of your experience saves the next person an afternoon.
Automatised Pipeline tools
No tool declarations could be read from the package source. They show once the server is installed.
Public scan report
scanner v0.1.9 · 2026-09-24 · same rubric, same numbers if you re-run it
- –Code scanpackage could not be scannedn/a
- –Live reliabilityno gateway calls yet and no remote to proben/a
- –Tool poisoningtools not inspected (local package is not executed); not countedn/a
- Auth qualitylocal package, no credentials required12/15
- Maintenancelast push 0 days ago15/15
- Maintainer identityregistry namespace matches repository owner; GitHub account older than a year8/10
How Automatised Pipeline compares
Against every graded MCP server, from our own scans and uptime checks. Updated after each scan run.
- Safety score
- 88/100
- higher than 75% of 48,255 servers
- GitHub stars
- 5
- more than 83% of 28,688 servers
Install Automatised Pipeline in Claude Code, Cursor or VS Code
The registry entry has no remote endpoint or installable package.
What the publisher says
From the Automatised Pipeline repository's README, as published. We do not edit it. Read it on GitHub
<!-- mcp-name: io.github.cdeust/ai-architect-mcp-codebase -->
An MCP server that indexes a repository into a local code graph and answers structural questions about it: who calls this, what depends on it, what a diff touches, how execution reaches a function.
What it is · Install · First session · Tools · Limits · Development
What it is
ai-architect-mcp-codebase parses a repository with tree-sitter, stores the symbols and their relationships (definitions, calls, imports, implementations, uses) in an embedded LadybugDB graph database on your machine, and exposes that graph to an agent through MCP tools. An agent can search the graph, look up a symbol with its callers and callees, list the reverse dependencies of a symbol, follow execution flows from entry points, map a git diff onto the symbols it changes, and compare two graphs of the same code. Answers about symbols carry source locations and the limits of the analysis behind them.
The server does not edit the files it indexes. It writes its graph and sidecar files under the output_dir you pass, plus a snapshot in the repository only when you ask for the team-shared artifact. Indexing and queries run locally without network calls, no language model reads the code, and nothing is uploaded. The graph is a directory you own.
The graph comes from static parsing of source text, so some things stay out of it. A call made through reflection, dynamic dispatch, generated code, or a macro the parser does not expand has no edge unless an optional language-server pass (lsp: true) or runtime traces (ingest_traces) supply one. Method calls through a receiver are resolved statically only for the receiver shapes listed below; the rest need the language-server pass. Ruby gets a shallow extraction with no imports or visibility. Process flows are reachability in the graph from declared entry points, capped at depth 20, with no observation of execution. An empty answer can mean "no such relationship" or "not indexed", and the coverage report exists to tell those apart.
Install and register
Claude Code plugin
claude plugin marketplace add cdeust/ai-architect-mcp-codebase
claude plugin install ai-architect-mcp-codebase@ai-architect-mcp-codebase-marketplaceThe plugin downloads the release binary and verifies its Sigstore provenance before running it; this needs GitHub CLI 2.68 or newer. The plugin starts the full profile unless AP_PROFILE=core is set.
Other MCP hosts
cargo install ai-architect-mcp-codebase
ai-architect-mcp-codebase install # writes the MCP entry for each detected hostShortened. The full README is on GitHub.
Nothing above is checked by us. What we check is on the safety report.
Automatised Pipeline: common questions
- Is Automatised Pipeline MCP server safe?
- Yes, by our scan: it is graded A (88/100). Read the Automatised Pipeline safety report
- Does Automatised Pipeline need an API key?
- Not as far as the registry entry and our scan can tell: no credentials are declared or required.
- Is Automatised Pipeline maintained?
- The last commit was 41 days ago (2026-09-24). The latest release is v0.8.4.
- What can I use instead of Automatised Pipeline?
- Servers from other publishers that do the same job: Codebase Memory MCP server.
- How does Automatised Pipeline compare with other MCP servers?
- safety score 88/100 (higher than 75% of 48,255 servers); github stars 5 (more than 83% of 28,688 servers). Full comparison.
Alternatives to Automatised Pipeline
Same job from other publishers: the closest match first, then the best rated.
- Codebase MemoryCodebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.not reviewedWidely usedC