Context7
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Description from the maker (original English)
Sync public web sources into cited context packs for AI agents, RAG, and MCP clients.
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": {
"docpull": {
"command": "uvx",
"args": [
"docpull"
]
}
}
}Run this in your terminal
claude mcp add docpull -- uvx docpullPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"docpull": {
"command": "uvx",
"args": [
"docpull"
]
}
}
}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": {
"docpull": {
"type": "stdio",
"command": "uvx",
"args": [
"docpull"
]
}
}
}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 6, 2026
The registry name was verified with the GitHub account raintree-technology, 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 (6.8.0) reached the registry 14 days ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Python (uv) on your computer.
In the same category: Context7, Codebase Memory, Exa
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
Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.
Codebase knowledge graph for AI agents — 162 languages, sub-ms queries, 99% fewer tokens.
Connect AI agents to Exa for web search, content fetching, and multi-step research.
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.
Active open-source project · MIT License
DocPull turns changing public web sources into cited, reproducible context for AI agents and retrieval pipelines. Use it when your application needs to know which sources it used, whether they changed, and how to rebuild the same context later.
pip install docpull
docpull init stripe-docs docpull add https://docs.stripe.com docpull sync docpull query "retry policy" --max-tokens 4000 docpull diff docpull export context-pack --target cursor
The project stores declared sources in docpull.yaml and resolved inputs in .docpull/context.lock.json. Later syncs produce a hash-based diff while preserving source URLs, content hashes, run IDs, citations, and export metadata.
docpull query retrieves deduplicated passages from locked archives with version filters, a response budget, and exact source spans. The same query is available through the Python SDK and MCP. See Query locked context for budget semantics and queries across projects.
No account or paid API is required for this path. Direct fetching, discovery, extraction, indexing, pack analysis, and diffs run locally.
declared sources → local acquisition → versioned evidence → diff and validation → export
DocPull's v3 pack contract separates raw extraction, agent-ready context, and eval-grade evidence. Validate the level a downstream system requires:
docpull pack prepare packs/docs --eval-grade
docpull pack validate packs/docs --level eval docpull ci --prepare
docpull ci checks freshness, citation coverage, pack quality, rights metadata, and other configured gates. It writes context-ci.report.json and CONTEXT_CI.md, then exits non-zero when a hard gate fails.
| Surface | Use it for | Start here |
|---|---|---|
| CLI | Fetch, sync, diff, validate, and export | docs/cli-recipes.md |
| Python SDK | Embed acquisition in Python applications | docs/surface-contract.md |
| MCP server | Give local agent clients source tools | MCP server |
| TypeScript SDK | Read local packs and invoke the CLI from Node or Bun | sdk/js/README.md |
| Agent plugin | Install the supported MCP workflow in an agent client | plugin/README.md |
Common source shapes include static and server-rendered websites, OpenAPI documents, feeds, papers, public GitHub repositories, npm and PyPI packages, standards, datasets, transcripts, Wikimedia pages, product and policy pages, and local PDF or office files. See context-pack workflows for the complete surface.
pip install 'docpull[mcp]'
docpull mcp
Claude Code can register the same local server:
claude mcp add --transport stdio docpull -- docpull mcp
The Python stdio server is the supported MCP server.
DocPull is an evidence-acquisition engine, not a hosted competitive-intelligence product. It owns fetching, explicit rendering adapters, versioning, citations, hashing, validation, replay, and export. Downstream products own scheduling, human review, approved claims, legal conclusions, accounts, and notifications.
The default path does not handle complex interactive browser workflows, CAPTCHAs, stealth scraping, or private dashboards. JavaScript rendering is explicit. Authenticated sources require environment-variable references; DocPull does not persist credential values in project artifacts.
Security defaults include HTTPS-only fetching, robots.txt compliance, SSRF and DNS rebinding protections, redirect guards, XXE protection, and path-traversal checks. Read the web-source boundary, security posture, and evidence-engine decision before extending acquisition behavior.
DocPull owns evidence acquisition and reproducible agent context. It can be used independently; the sibling projects do not imply a required integration or shared release cycle.
| Project | Responsibility |
|---|---|
| Raintree Standards | Defines governed requirements and evidence. |
| Trellis | Enforces shared JavaScript and TypeScript code policy. |
| HIG Doctor | Audits interface source and provides HIG guidance. |
| PolicyStrata | Tests cross-layer policy behavior. |
See the Raintree open-source portfolio for current lifecycle and distribution links.
Raintree also builds BetterOff, which keeps a household's spending, investments, assets, debts, and net worth in one current record.
Contributing · Code of Conduct · Security · Metrics and evidence limits · Source repository · MIT License