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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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)
One workspace for every AI coding assistant. Shared tasks, memory, and governance.
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": {
"delimit": {
"command": "npx",
"args": [
"-y",
"delimit-cli"
]
}
}
}Run this in your terminal
claude mcp add delimit -- npx -y delimit-cliPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"delimit": {
"command": "npx",
"args": [
"-y",
"delimit-cli"
]
}
}
}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": {
"delimit": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"delimit-cli"
]
}
}
}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 7, 2026
The registry name was verified with the GitHub account delimit-ai, 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 (3.10.4) reached the registry 8 months ago.
Apps that support MCP, such as Claude Desktop, Claude Code, Cursor and VS Code. You also need Node.js 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.
</> DelimitKeep the state. Change the model.
Delimit keeps your decisions, tasks, and handoffs on your machine, so the next AI coding session picks up where the last one stopped, even in a different assistant.
Glama directory grades: License A · Quality A · Maintenance A. Observed September 15, 2026, for this public repository. View the listing.
npx delimit-cli setup
setup adds Delimit to the assistants it finds on this machine. Open your assistant as usual and it can read and write the same saved record. You can also save and find a decision from the terminal:
The same session as text:
$ npx delimit-cli remember "Auth uses session cookies, not JWT. Decided after the token-leak review."
Remembered. (1 memory total)
$ npx delimit-cli recall auth
Delimit Memories
[mem-9586382bff96] just now [cli] ✓ Auth uses session cookies, not JWT. Decided after the token-leak review. #jwt
1 memory found (1 total)
Works with: Claude Code, Codex, Cursor, and Antigravity (configured by setup), plus GitHub Copilot and Muse as full sessions through delimit chat. Install and sign in to each client yourself; see Lead chat, Copilot CLI and Muse Code sessions.
npx delimit-cli chat --model copilot
npx delimit-cli chat --model muse
Hard calls: npx delimit-cli deliberate " " puts a question to the models you have configured (Claude, GPT via Codex, Gemini via Antigravity, Grok, DeepSeek, Muse) and shows you where they agree and where they disagree.
If Delimit helps you, a ⭐ helps other people find it.
Delimit can also gate AI-assisted changes in a repository and keep a local signed attestation of each run.
$ delimit wrap -- claude "fix the flaky test in tests/api.spec.ts"
✓ repo_diagnose ✓ security_audit 0 critical · 0 secrets ✓ test_smoke 165/165 ✓ changed_files 1 ✓ attestation signed att_a05050eb8e13277e delimit.attestation.v1 · HMAC-SHA256 receipt → .delimit/attestations/att_a05050eb8e13277e.json
Every wrapped run emits a local delimit.attestation.v1 bundle: repo head before/after, changed files, gate results, and an HMAC-SHA256 signature. Verify it offline with delimit seal-verify; hosted replay is not available yet. Advisory by default; flip to enforcing when you're ready.
delimit checkZero-config PR safety gate. No init, no setup, no account, no keys — run it on any repo and it applies deterministic checks (breaking API changes + leaked secrets) to your staged or modified files.
npx delimit-cli check
$ delimit check
Delimit Check
Policy: default | Base: HEAD | Specs: 1
PASSED — no breaking changes, no leaked secrets
When a check finds a breaking change or a leaked secret, it prints the offending file and the issue and exits non-zero — so it drops straight into a pre-commit hook or CI step.
Common options:
delimit check --staged # only check staged files
delimit check --base main # compare against a git ref (default HEAD) delimit check --fix # show migration guidance for violations delimit check --record # write a content-pinned record of this check
--record writes a content-pinned record of the check to .delimit/records/check- .json (or a path you name). That record is the precursor to the signed, replayable Seal attestation — the same evidence shape, pinned to the exact content you checked.
Methodology · cal.com v2 worked example · Workflow guide · Website
Real, reproducible merge-gate runs against public API specs:
See the full index at [delimit.ai/reports](https://delimit.ai/reports). For the schema and signing methodology behind every report, see [delimit.ai/methodology/mcp-attestation](https://delimit.ai/methodology/mcp-attestation).
The API check, end to end: lint a spec, see exactly what breaks, classify the bump, settle the hard calls with the model providers you configure, and keep a locally signed receipt of what ran. Then keep the context that survives across sessions and models.
npx delimit-cli scan # discovery: finds your OpenAPI specs, frameworks, security issues, tests
npx delimit-cli init # wire up the merge-gate config (--preset strict | default | relaxed)
scan (delimit_scan) reports what Delimit can do for this repo. init (delimit_init) drops in the policy preset and merge-gate config. No account, no keys.
Lint the spec change (the gate). Baseline vs. proposed, with policy applied — one pass/fail verdict.
npx delimit-cli lint old.yaml new.yaml # tool: delimit_lint
See exactly what breaks. Pure structural diff — added/removed/modified endpoints, schemas, params, no policy.
npx delimit-cli diff old.yaml new.yaml # tool: delimit_diff
Classify the bump. Deterministic MAJOR/MINOR/PATCH/NONE — same input, same answer, every time.
delimit_semver → MAJOR/MINOR/PATCH/NONE + next version string
delimit_impact → blast radius: scans your dependency manifest for downstream callers (informational)
Settle the hard calls. When the gate verdict is a judgment call, put it to multiple models and let them debate to consensus.
npx delimit-cli deliberate "Is dropping the deprecated v1 /users field a safe MINOR?"
delimit setup gives the Codex MCP server a 30-minute tool timeout so a multi-round panel can return its completed transcript instead of being detached by the client while its models are still responding.
Capture the signed, replayable attestation. After a gate event (deploy / security / test / audit), record the evidence bundle and verify it any time.
delimit_evidence_collect → signed evidence bundle for the audit trail (Pro)
delimit_evidence_verify → confirm a bundle hasn't been tampered with (Pro) delimit_seal_verify → check a Delimit Seal receipt against its bundled (Free) Layer-0 constitution — offline-verifiable
Every receipt is offline-verifiable with npx delimit-cli seal-verify . Hosted receipt replay is not available yet.
Decisions, constraints, and tasks persist across sessions. Continue in Claude Code, Codex, Cursor, Antigravity, GitHub Copilot, or Muse with the saved record.
Memory — persist and recall the *why*, not just the diff.
npx delimit-cli remember "v1 /users field is frozen until Q3 — downstream billing depends on it"
npx delimit-cli recall billing # local recall over your saved memories (Free)
For semantic recall by meaning across sessions, the assistant calls delimit_memory_search (Pro) directly.
Ledger — one task list, shared across every assistant and session.
delimit_ledger_add → record a task/bug/feature/strategic item
delimit_ledger_context → session-start: top open items by priority (what's queued) delimit_ledger_done → close with a note (auto-captures a PR URL as ship proof)
That's the loop: gate the change, sign the proof, keep the context. Run it once on a real spec and you've used the whole merge gate.
Install and authenticate the official client separately, under the same OS user who runs Delimit. Delimit does not install these clients, purchase a plan, log you in, or verify your subscription allowance. The interactive lead order is Claude → Codex → Antigravity → Muse → Copilot, subject to existing configuration, availability and native-client checks. This changes only lead chat, not review panels or background routing. Existing paid API fallback remains opt-in.
npx delimit-cli chat
npx delimit-cli chat --model muse npx delimit-cli chat --model copilot npx delimit-cli chat --project /path/to/repository --model muse
You can launch from your home directory without changing directories. That is an unscoped owner workspace: Delimit loads workspace instructions but does not infer a venture or restore the newest unrelated handoff. A stale active-venture pointer is not selected. Use --project to bind an existing Git repository; missing or invalid project paths fail before launching a model. Root/workspace exit does not claim a project-bound capture. Recover or save continuity against the actual task scope through existing Delimit tools.
Muse and Copilot are native interactive harnesses, not new model votes or automatic build-loop backends. An explicit --model muse or `--mode
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