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Feeds AI the latest docs for libraries and frameworks before it answers, so code it writes does not use outdated, removed functions.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)
Verification and memory layer for coding-agent workflows.
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": {
"koda": {
"command": "npx",
"args": [
"-y",
"koda-verify"
]
}
}
}Run this in your terminal
claude mcp add koda -- npx -y koda-verifyPaste into .cursor/mcp.json in your project, or ~/.cursor/mcp.json
{
"mcpServers": {
"koda": {
"command": "npx",
"args": [
"-y",
"koda-verify"
]
}
}
}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": {
"koda": {
"type": "stdio",
"command": "npx",
"args": [
"-y",
"koda-verify"
]
}
}
}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 aabxtract, 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 (0.3.2) reached the registry 2 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.
Verification and memory for coding-agent workflows. Install once, verify the changes that matter, remember what keeps breaking.
1,000+ downloads on Open VSX — Koda is already watching commits in editors around the world.
| npm | npm install -g koda-verify (npmjs.com) |
| IDE | Open VSX — works in VS Code, Cursor, Windsurf, VSCodium |
| MCP | Registry |
| Landing | aabxtract.github.io/koda |
Coding agents write features in minutes — but who verifies every commit? Full test suites are too slow to run per commit, so most verification happens late (or never). Koda closes that gap: on every commit it verifies only what changed, in seconds-to-minutes, and remembers what keeps breaking so your agent stops reintroducing old bugs.
Koda never writes code. It orchestrates verification, remembers patterns, and reports — to both the human and the agent.
| Surface | Responsibility | Activation |
|---|---|---|
| Core + CLI | Verification, reports, memory, git hooks, CI generation | koda init, koda run |
| MCP server | Agents call koda_verify / koda_report / koda_memory / koda_setup_cicd | MCP client configuration |
| IDE extension | Ambient status bar, report viewer, one-click enable, Git watching | User clicks Enable |
git commit
│ ▼ pre-commit ── secret guard (blocks committed API keys / private keys) │ ▼ post-commit ── koda run (background, never blocks you) │ ▼
Most commits never launch a browser: API/config/test-only changes verify with endpoints + tests in seconds. Browser flows fire only when UI files change.
npm install -g koda-verify
cd your-project koda init # creates .koda/, installs git hooks, detects your app's port koda doctor # verifies: git, config, Kane CLI, target URL, directories
Then just keep committing — verification runs in the background on every commit.
Browser flows are powered by the Kane CLI. The IDE extension onboards it for you: click *Enable* and Koda offers to install Kane and connect your account. Or do it manually:
npm install -g @testmuai/kane-cli
kane-cli login --oauth # opens your browser — use (or create) YOUR OWN Kane account
Koda ships zero credentials. Every Koda user authenticates their own Kane account:
~/.testmuai/ on your machine — never synced, never proxiedKANE_USERNAME / KODA_ACCESS_KEY-style secretsNo Kane? No problem. Koda runs in degraded mode: endpoint checks, integration tests, memory, and reports all work; browser flows are honestly marked SKIPPED — never faked.
Koda verifies whatever your app points at. The default is auto-detected at koda init (probes common dev ports: 3000, 5173, 8080, 8000, 4200, 5000…). Override it three ways:
koda target https://myapp.vercel.app # permanent — hosted URL, https auto-detected
koda target 192.168.1.5:8080 # LAN IP, http auto-detected koda run --target https://preview-123.example.com # one-off run KODA_TARGET=https://staging.example.com # per-session / CI via env
Precedence: --target flag → KODA_TARGET env → .koda/config.json → auto-detected default.
| Command | What it does |
|---|---|
koda init [--force] | Create .koda/, install non-destructive git hooks, detect target |
koda run [--project ] [--commit ] [--target ] [--max-flows ] | Verify a commit now |
koda report | Show the latest report |
koda memory | Dump project memory (patterns, history, fixes) |
koda target | Validate, save, and health-check a new target URL |
koda cicd [--force] | Generate a validated GitHub Actions workflow (refuses overwrite) |
koda doctor [--kane] | Environment check; --kane empirically probes the Kane schema |
koda mcp | Start the MCP server (stdio) |
claude mcp add koda -- npx koda-verify mcp
Works with any MCP client: Claude Code, Cursor, Codex, Gemini CLI, Windsurf, Zed. In a development checkout: claude mcp add koda node /absolute/path/to/koda/mcp/server.js.
| Tool | Purpose |
|---|---|
koda_verify | Run focused verification. The agent supplies its own impact analysis (flows, endpoints, target, commit, max_flows) — it already read your code, so no LLM cost and no guessing. Groq is only a fallback for non-MCP runs |
koda_report | Latest full JSON report — verdicts, coverage, evidence paths |
koda_memory | Project memory — recurring failures, fix confidence, time-to-fix |
koda_setup_cicd | Generate a validated GitHub Actions workflow |
agent edits code → commits → hook fires koda run → report written
→ agent calls koda_verify (its own flows) / koda_report via MCP → reads the verdict → fixes what failed → commits again → memory marks the failure RESOLVED (with time-to-fix recorded)
Reports record analysis_source: 'agent' when the agent supplied flows — verifiable proof the loop is agent-driven.
Every run writes a timestamped pair to .koda/reports/:
.koda/reports/2026-08-30T14-35-28-909Z-9416b29.json ← agent-readable
.koda/reports/2026-08-30T14-35-28-909Z-9416b29.md ← human-readable
The JSON includes: commit metadata, analysis_source (agent / llm-fallback / fallback), risk level, per-check results with evidence file paths, memory context (similar failures, patterns, fix confidence), and action_required with priority and suggested focus. Markdown renders PASS / FAIL / SKIPPED distinctly with coverage status.
Raw Kane session events are preserved per-flow under .koda/evidence/.
time_to_fix_msapp/page.js") resolve automatically once a passing test covers those filesallow_mutating_methods: true) plus agent-declared endpointsSKIPPED, never reported as failures; skipped checks never enter memorykoda cicd
Generates .github/workflows/koda.yml from a validated template: Node setup, npm ci, build-if-present, Kane CLI install + auth via GitHub secrets (KANE_USERNAME, KANE_ACCESS_KEY), app start, wait-on target, koda run --commit ${{ github.sha }}. Template-first — no LLM-generated YAML. Refuses to overwrite without --force.
.koda/config.json){
"kane": { "target": "http://localhost:3000", "headless": true, "max_steps": 30, "timeout_ms": 300000 }, "tests": { "browser_flows": true, "endpoint_tests": true, "integration_tests": true, "allow_mutating_methods": false, "expected_statuses": { "GET /api/health": [200] } }, "notify": { "telegram": false, "discord": false } }
Optional — Koda works without any of these. Loaded from the project .env, falling back to ~/.koda/.env (configure once, use everywhere):
GROQ_API_KEY= # Groq fallback impact analysis (agent runs skip this entirely)
KODA_TARGET= # override target URL (flag > env > config) KODA_TEST_TOKEN= # bearer token for authenticated endpoint checks KODA_PROJECT= # default project path for CLI/MCP TELEGRAM_BOT_TOKEN= # notifications TELEGRAM_CHAT_ID= DISCORD_WEBHOOK_URL=
npm install
npm run check # syntax-check all sources npm test # node:test suite npm link # local koda binary for development
See koda-v3-build-guide.md for the full implementation contract.
MIT