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DeepWiki

DeepWiki, from Devin maker Cognition, turns public GitHub repositories into AI-generated wikis with architecture diagrams, source links and codebase Q&A. It is free on the web and through an MCP server, while private repositories run through a Devin account.

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Oct 4, 2026
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DeepWiki Product Information

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What is DeepWiki?

DeepWiki is a free web service from Cognition, the company behind the Devin coding agent, that turns public GitHub repositories into AI-generated wikis you can question in plain language. The DeepWiki homepage describes the service as up-to-date documentation you can talk to for every repo in the world, and likens it to Deep Research for GitHub.

Cognition introduced DeepWiki as the free public version of its Devin Wiki and Devin Search tools. In practice the product has two homes: the open site and MCP server for public code, and the same wiki engine inside the Devin app for an organization's own repositories, where accounts, effort levels and billing apply.

At launch in May 2025, Cognition said it had already indexed over 50,000 of the top public GitHub repos. As AI code documentation, DeepWiki is built for reading and understanding existing code rather than writing new code: its output is a browsable wiki with diagrams and source links, plus a question box grounded in the repository.

Core features

Generated repository wikis

For public GitHub repositories, DeepWiki automatically generates architecture diagrams, documentation and links to source code, so wiki pages point back to the files they describe. When a project has no page yet, users can submit their own public GitHub repository URL for indexing. Maintainers can also add a DeepWiki badge to a project's README with Cognition's badge maker.

Codebase Q&A

Beyond reading pages, you can ask complex questions about a codebase and get context-grounded, specific answers. Inside the Devin app, Ask Devin draws on the wiki to find relevant context in your code, so the generated documentation also feeds the question tool.

Steering with .devin/wiki.json

  • Repository notes and page plans: If a .devin/wiki.json file sits in the repository root when a wiki is generated, its repo_notes and pages fields steer what gets written.
  • Explicit structure: When that config file is present, DeepWiki skips its default cluster-based planning and creates exactly the pages you list.
  • Hierarchy: Each page entry can name a parent page, so a wiki can be organized as sections with nested sub-pages.

The trade-off is control versus coverage: named sections are guaranteed, but anything not listed is left out.

DeepWiki MCP server

  • Programmatic access: The DeepWiki MCP server exposes DeepWiki's public repository documentation and its Ask Devin search to AI assistants and IDEs.
  • Three tools: The server includes ask_question, read_wiki_contents and read_wiki_structure.
  • Grounded answers: The ask_question tool answers any question about a GitHub repository with an AI-powered, context-grounded response.
  • Shared index: A public GitHub repo has to be indexed at DeepWiki.com before the MCP server can serve it, and once indexed it is reachable through both the MCP server and the website.

The two read tools return a repository's documentation topics and page contents, while ask_question returns a synthesized answer instead of raw pages.

Guide

Opening a public repository

  1. Replace github.com with deepwiki.com in any repository URL to open that repo's DeepWiki page.
  2. Alternatively, start from the homepage, which opens with a "Which repo would you like to understand?" prompt and an Add repo option.
  3. Read the generated pages, follow the source links into the code, and use the question box for anything the pages do not cover.

Connecting the DeepWiki MCP server

  1. In Claude Code, run claude mcp add -s user -t http deepwiki https://mcp.deepwiki.com/mcp to register the server.
  2. In Cursor and most other clients, put https://mcp.deepwiki.com/mcp in the standard url field; Devin Desktop uses serverUrl instead, and a wrong field name causes the server to be silently ignored.
  3. Per-client setup details live in Devin's documentation, which the official DeepWiki MCP Server page links as its full guide.

Indexing private repositories in Devin

In the Devin app, DeepWiki is generated automatically when repositories are connected during onboarding; the steps below add more repositories later.

  1. In the Devin app, open Settings, choose DeepWiki and go to the Repositories section, which lists what your organization has already indexed.
  2. Click Add and select repositories; newly added repositories show Indexing… until ready, which may take a few minutes depending on repository size.
  3. Devin indexes each repository's default branch, and further branches can be added from a repository's Indexed branches page.

Steering a wiki

  1. Create .devin/wiki.json in the repository root.
  2. Add repo_notes that explain the codebase structure and priorities; the repo_notes key has to be present even with no notes, as an empty array.
  3. List every page you want created with a clear title and purpose; at least one page is required.
  4. Commit the file and regenerate the wiki.

DeepWiki use cases

  • Onboarding to unfamiliar code: Cognition positions DeepWiki in the Devin app for getting up to speed on unfamiliar parts of a codebase.
  • Exploring open-source projects: The public site is pitched for exploring popular open-source repositories such as React, TensorFlow and LangChain, each presented as a GitHub repo wiki.
  • Orienting contributors: In an August 2025 public developer thread, one open-source maintainer said they frequently direct volunteers to DeepWiki to explore their convoluted codebases.

The same thread also carries accuracy complaints from other maintainers, covered under Limitations, so these examples show how the wikis are used rather than how reliable they are.

Who is it for

  • Developers reading public code: The free version of DeepWiki and Ask Devin works with public GitHub repositories.
  • Teams already on Devin: Private code goes through the Devin app, where repositories are indexed after connecting GitHub, GitLab or another source code provider.
  • Groups sharing one workspace: Devin's Pro and Max plans are individual plans that cannot be shared across multiple users, and shared use under one subscription needs the Teams plan.
  • Users of AI coding assistants: Anyone working in an MCP-capable client can query public wikis without opening the website.

Less suitable:

  • Projects hosted publicly on GitLab or Bitbucket, since the free public version is described for public GitHub repositories.
  • Readers who need documentation verified by a project's maintainers, given the reported errors below.

Platforms

  • Web: deepwiki.com, where public wikis and the question box run in the browser.
  • MCP over Streamable HTTP: The DeepWiki MCP endpoint at https://mcp.deepwiki.com/mcp is listed as working with Cloudflare, OpenAI and Claude. OpenAI has also published examples of using the DeepWiki MCP server with its API.
  • MCP over SSE (legacy): The /mcp endpoint is recommended because the SSE endpoint is being deprecated.
  • Devin app: DeepWiki for private repositories lives in the Devin web app alongside Ask Devin.
  • Devin MCP server: The Devin MCP server is an authenticated service that covers both public and private repositories, plus Devin platform management. Its ask_question tool can query one or more repositories, up to 10, in a single question.
  • Private-repo setup: The official DeepWiki MCP Server page lists a separate private-repo configuration that connects to https://mcp.devin.ai/mcp with a Bearer API key header.
  • API keys: Legacy Devin API keys with apk_ or apk_user_ prefixes are not supported by the Devin MCP server, which expects a service user API key instead.

Independent technology press coverage in November 2025 described DeepWiki as already available for private repositories.

Pricing

Adding a public repo at deepwiki.com is free, while private repos require signing up for a Devin account. In May 2025, Cognition said the DeepWiki MCP server, like DeepWiki.com, is completely free with no login or auth required.

Wiki effort levels in Devin

Effort levelApproximate costRequirement
Low (default)FreeNone
Medium~5-10 ACUs per wikiActive subscription or available credits
High~20-40 ACUs per wikiActive subscription or available credits

Only the Medium and High levels carry an ACU cost, and both require an active subscription or available credits. The effort level is configurable per org and can be overridden per repo from the wiki page.

Devin plans

PlanPriceMembers
FreeFree1
Pro$20/month1
Max$200/month1
Teams$80/month minimumUp to 200

Devin's Free plan offers limited Devin usage and includes access to DeepWiki. Paid individual plans run from Pro at $20/month to Max at $200/month, and Teams starts from an $80/month minimum for up to 200 members. The Devin pricing page lists Teams at $80/month for the team plan plus $40/month per full dev seat. Devin's billing docs instead say the $80 Teams minimum can be met with any combination of full seats at $40 each and on-demand credits, so the two pages word Teams pricing differently.

DeepWiki alternatives

Google Code Wiki

  • Public repositories: Google launched the Code Wiki website in public preview, and it ingests public repositories and generates, hosts and maintains documentation for each one.
  • Refresh model: Google says Code Wiki scans the full codebase and regenerates the documentation after each change.
  • Private code: Google announced it was building a Gemini CLI extension so teams can run Code Wiki locally on internal repositories.

Code Wiki was announced on November 13, 2025. The main contrast is the private-code route: DeepWiki's runs through the hosted Devin app, while Code Wiki's was announced as a local CLI extension.

DeepWiki-Open

  • Self-built alternative: DeepWiki-Open is an independent implementation that generates interactive wikis for GitHub, GitLab or BitBucket repositories.
  • Licence: DeepWiki-Open is licensed under the MIT License.

It is not a Cognition product. Because it reuses the DeepWiki name, search results that mention DeepWiki may refer to this project rather than Cognition's hosted service; it fits teams that want the source code under an MIT licence or need GitLab and BitBucket coverage.

Limitations

Scope of the free service

  • Basic tier: Public DeepWiki and the DeepWiki MCP provide basic documentation and Q&A, while advanced code search, planning and session creation belong to the full Ask Devin experience in the Devin app.
  • Public repositories only: The DeepWiki MCP server is a free, remote, no-authentication service, but it only reaches public repositories.

Generation limits in Devin

  • Billing gate: Without an active subscription or positive credit balance, Medium and High effort generation is rejected and no wiki is produced.
  • Enterprise effort: Enterprise orgs always run at low effort, and the setting is not configurable for them.
  • Large repositories: Large repositories may hit built-in limits in default generation, which is where wiki.json steering matters most.
  • Config caps: A wiki.json file is capped at 30 pages (80 for enterprise), 100 total notes and 10,000 characters per note.
  • Listed pages only: With wiki.json, only the pages defined in the file are generated, so any folder without a page is left out.
  • Pages required: A wiki.json file that omits the pages list or leaves it empty is rejected.

Accuracy reports

Generated wikis can be wrong. In an August 2025 public developer thread, several open-source maintainers reported specific errors:

  • A LibreOffice contributor said DeepWiki's generated wiki described a Buck build system, which LibreOffice has never used.
  • A developer who checked LLVM said the results ranged from incomplete to just plain incorrect.
  • A library maintainer said DeepWiki generated incorrect documentation for libraries with a few million downloads per year.
  • A maintainer who otherwise recommends the tool said they had caught DeepWiki hallucinating convincingly more than once when a struct, package or function was named for something it no longer did.
  • One maintainer added that there was no clear way to send DeepWiki takedown requests.

These are individual reports from one thread, dated August 2025, not a measured error rate.

Privacy and data use

No DeepWiki-specific privacy policy appears in the Cognition and Devin pages checked; Cognition's company privacy policy covers its software-as-a-service offerings, naming Devin and Windsurf as examples, along with associated software, apps and websites. That policy also says people under 18 should stop accessing its Services.

  • Training default: For data processed through Devin, Cognition says it may by default use the data for model training, with an opt-out for paid plans on the Data Controls settings page.
  • Enterprise: Cognition says it will never train on Enterprise customers' data without express prior written consent.
  • Output rights: Output produced by Devin is treated as the user's intellectual property and usable commercially, except for training models meant to reverse engineer or build a product competing with Devin.
  • Retention: Cognition says it keeps data processed through Devin only for the duration of the customer relationship, unless the customer specifies otherwise.
  • Security: Cognition says all data transmission is encrypted in transit and at rest.
  • Certification: Cognition has been SOC 2 Type II certified since September 2024.

These statements describe Devin, which hosts the private-repository version of DeepWiki; none of them names DeepWiki directly.

FAQ

Q1. Is DeepWiki free?

Yes for public repositories: adding a public repo and using the DeepWiki MCP server cost nothing. Wikis for private repositories run in the Devin app, where Low effort generation is free and Medium or High effort uses ACUs.

Q2. Does DeepWiki work with private repositories?

Only through a Devin account. Private repositories are indexed in the Devin app, and AI tools reach them through the authenticated Devin MCP server rather than the public DeepWiki MCP server.

Q3. Do I need to log in to use DeepWiki?

Cognition's May 2025 launch posts describe DeepWiki.com and its MCP server as free with no login or auth required. The Devin app and the Devin MCP server do require an account.

Q4. Who makes DeepWiki?

Cognition, the company behind the Devin coding agent. Similarly named open-source projects such as DeepWiki-Open are unaffiliated.

Q5. Can I control what DeepWiki writes about my repository?

Inside Devin, a .devin/wiki.json file in the repository root sets the pages and notes used for generation. For public wikis, one maintainer reported in August 2025 that there was no clear way to request a takedown.

Q6. How accurate is DeepWiki?

The sources checked contain no measured accuracy figures. Maintainers have publicly reported incorrect pages for projects including LibreOffice and LLVM.

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