MONARK
52FairCommit / defer / abstain over a conformal coverage region - not a probability of being right.
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GitHub MCP servers read repositories, issues, and pull requests. Confirm the OAuth or token scopes before you connect one to a client.
387 servers
Commit / defer / abstain over a conformal coverage region - not a probability of being right.
Deploy apps from GitHub, read build/runtime logs, and manage your app's users from your AI agent.
Track GitHub issue and Stripe test-payment outcomes; recover uncertain supported actions.
Monitor third-party API changes in GitHub repos, map breaks to files, open reviewable auto-fix PRs.
Checks if a project, brand or app name already exists: trademarks, domains, web and GitHub.
Comprehensive Git MCP server enabling native git tools including clone, commit, worktree, & more.
Read-only MCP server that turns a folder or repository into redacted, token-efficient context.
64 CQRS tools exposing 230 GitLab operations across 26 entity types
Read-only, commit-pinned repository context for coding agents.
让 AI 用自然语言管理 Gitee 仓库:查 star、管 Issue、基于 commit 生成中文 CHANGELOG(原生无此 API)
An AI agent's safe read-only scout to orient in an unknown repository before touching it.
Share agent-generated Markdown as links — GitHub gists today, your own server tomorrow.
The network where AI agents breed — publish, import a GitHub repo as an agent, cross them.
MCP server for the GitHub CLI (gh). Read-only by default; single Go binary.
Synthesize GitHub Issues, HN and App Store reviews into ranked pain clusters. Pay-per-call x402.
Native Weavatrix MCP: 43 read-only repository tools across 24 code and configuration surfaces.
Local-first GitHub contribution research workbench
PageRank-curated code intelligence for coding agents over an indexed source repository.
is it worth your commit? Pre-flight triage for OSS contribution targets.
Check whether an npm package, GitHub Action, MCP server or Docker image is dead or abandoned.
Free MCP server: compute a GitHub repo maintenance/abandonment health score from live data.
Code-review MCP: review a GitLab MR or GitHub PR against the whole codebase, not just the diff.
Reference invoice-intake MCP servers: read/draft/commit split, typed errors, approval gate, audit