MCP server for per-agent cost attribution, budget management, and spend analytics across AI agent fleets
Mdpilot is installed from its publisher's own source and answers where it runs, so this marketplace is not in the path of a single call. There is no address here to send one to, and a panel that pretended otherwise would be showing you an answer we made up. Install it and call it from your own client — the Installation tab has the entry for each one.
Open InstallationWhat it does
Give your AI agent the perfect starting point — generates AGENTS.md and CLAUDE.md from your real repo, verifies every command exists, detects doc drift, and saves session context. Free-tier friendly via Groq/NVIDIA.
Quickstart
# 1 — run it from where its publisher ships it
npx -y mdpilot-mcp
# 2 — ask your agent something
> Give your AI agent the perfect starting point — generates AGENTS.md and CLAUDE.md from your real repo, verifies every command exists
Mdpilot is free: there is no plan to choose, no cap to set and nothing that can bill you.
Collected from a public index. Nobody has claimed this account, so nothing here was written by its author — claim it if it is yours.
Where are you running it?
Every route below installs the same thing and ends at the same approval screen. This one runs on your machine: your client starts Mdpilot as a process under your own user, with your files and your network, so the tool surface below is what it can do to your computer rather than to a server somewhere else. It is scanned, signed and pinned to the version you choose — read the surface before you approve it.
This is a public server: you run it yourself and this marketplace is not in the path. Claude Code registers it in one command.
claude mcp add mdpilot-mcp -- npx -y mdpilot-mcpReconnect, or start a new session, and the tools appear in the model’s tool list.
One config entry your client uses to start the process locally. A local server runs with your file system and your network, which is why it is priced without metering.
10 tools, with what each one reads, writes and reaches shown before you agree — the same list on every route above. Read the tool surface.
Tool surface
What the model actually sees. Descriptions are diffed on every release — see version history.
Scan a repo and detect its tech stack, scripts, package manager, structure, and MCP servers. Run this before generate_md_file so output is grounded in real project data instead of guesses.
Takes no parameters.
Generate a production-grade, repo-grounded markdown file (readme, agents, claude, contributing, security, skill, design, context). Reads real package.json scripts and file structure — never hallucinates commands. Optionally writes the file to disk.
Takes no parameters.
Turn a pasted ticket, Slack thread, GitHub issue, or task description into an AI-agent-ready TASK.md with structured requirements, acceptance criteria, and a ready-to-paste agent prompt block.
Takes no parameters.
Explain a file or directory of code to any audience — AI agent, new team member, non-technical stakeholder, or learner. Reads a single file or uses repo context for a directory, then generates a structured WALKTHROUGH.md.
Takes no parameters.
Run the MDPilot 4-pass token optimizer on existing markdown content. Strips boilerplate, removes redundant phrasing, compresses structure, and tightens prose. Returns the leaner version with token savings.
Takes no parameters.
Analyze a local image file (PNG, JPG, WEBP) and generate a detailed recreation prompt for image generation models (FLUX, Stable Diffusion, Midjourney, DALL-E, Gemini). Covers subject, composition, lighting, colors, style, camera angle, and mood.
Takes no parameters.
Scan the repo and detect where docs (README.md, AGENTS.md, CLAUDE.md, CONTRIBUTING.md) have gone stale — broken commands, missing paths, undocumented scripts or directories, removed MCP servers. Uses two detection methods: claim verification and snapshot diff.
Takes no parameters.
Fix drift in a specific doc — patches ONLY the stale sections (broken commands, missing paths) and preserves everything else exactly. Uses Claude to apply the minimal fix. Optionally writes the corrected file to disk and updates the manifest.
Takes no parameters.
Persist session state to CONTEXT.md at the project root — decisions made, current state, next steps, open questions. Appends a new dated entry and keeps the last 5 sessions. Secret-shaped strings (API keys) are automatically redacted before writing. Everything stays on your machine.
Takes no parameters.
Read the project\
Takes no parameters.
- Every tool, no call limit
- No card, no account needed
- Source published under a licence you can read
- Runs on your machine — nothing of it reaches our gateway
- Nothing to cap, because nothing bills
What counts against your monthly calls
| Tool | Unit | Calls used | Out of the allowance |
|---|
Nothing here is billable. Mdpilot costs nothing to install and nothing to call, at any volume.
Two independent axes, because powerful and malicious are different questions. The grade is threat only. The capability level is blast radius, and it is never a penalty on the grade — it is priced as one subtract-only term in the score, where you can see it.
| Term | Level | What it prices | Points |
|---|---|---|---|
| capability-exposure | minimal | capability blast radius (minimal) — client exposure if the model is manipulated | −0 |
| verification-discount | repo | publisher verification (public source) — no provenance, but the source is public and inspectable | −1 |
| coverage-honesty | source | inspection depth (source) — how much of the target the scan could see | −0 |
What the scan could actually read
A grade is only as meaningful as its coverage, so the scanner publishes its own depth before it publishes its result.
Tools were statically extracted from the published source (10 recovered), not enumerated from a running server. Tool-poisoning, Unicode-smuggling, capability and toxic-flow analysis ran on this inferred surface, but a mis-parsed registration could be missed or mis-attributed, so tool-derived findings are capped below “confirmed”. To grade the real runtime surface, scan the running server: --command "npx -y <package>".
Capability — what it could do if the model were manipulated
Tags derived from each tool’s schema and the implementation, not from what the tool calls itself. minimal is the level these add up to.
| Tool | Capability tags | Why the tag was assigned |
|---|---|---|
| analyze_project | no tags | |
| generate_md_file | no tags | |
| generate_task_file | no tags | |
| explain_code | no tags | |
| optimize_markdown | no tags | |
| image_to_prompt | no tags | |
| check_drift | no tags | |
| update_docs | no tags | |
| save_context | no tags | |
| load_context | no tags |
Toxic-flow graph
The lethal trifecta, checked as a graph rather than as a checklist: untrusted input, a sensitive source and an external sink have to meet before there is a path worth worrying about.
The public result for this release does not print the flow graph, so there is nothing to show here. That is not the same as "no paths were found": what the scan did read is above, under coverage.
Supply chain and provenance
This is the first scan of this surface here, so there is nothing yet to compare it against.
Every result on this tab comes from one deterministic pass over the published package — offline, rule by rule, and auditable line by line above. Same methodology version, same bytes, same score.
Release history
Pinned to 0.3.4 — the install command below asks for that release. A pin is part of an install, so it is kept for this visit and written down when you install.
No release note was published with this version.
Only accounts with at least 50 real tool calls against this server in the last 90 days can post. Ratings are weighted by how much the reviewer actually uses it, and publishers can reply once per review.
Writing one takes an account with at least 50 real tool calls against Mdpilot in the last 90 days. That is the whole gate — there is no other way to post, which is why the counts beside each review are worth reading.
Nobody has reviewed this listing. The rating on the card is the mean of the reviews written here and nothing else, so there is no rating until somebody writes the first — which takes an account with 50 real tool calls against it.