Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Local-first AI agent CLI tool with TUI and MCP integration Kibi A local-first AI agent CLI tool with TUI (Terminal User Interface) and MCP (Model Context Protocol) integration. Description Kibi is a command-line AI agent that connects to local LLM endpoints (like LM Studio, LiteLLM) or cloud providers (OpenAI-compatible APIs). It provides an interactive terminal UI for chatting with AI models and executing tools, with support for MCP servers for extensibility. Features - **L Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Freshness
Last checked 2/22/2026
Best For
Contract is available with explicit auth and schema references.
Not Ideal For
@kibibit/kibi is not ideal for teams that need stronger public trust telemetry, lower setup complexity, or more explicit contract coverage before production rollout.
Evidence Sources Checked
editorial-content, capability-contract, runtime-metrics, public facts pack
Local-first AI agent CLI tool with TUI and MCP integration Kibi A local-first AI agent CLI tool with TUI (Terminal User Interface) and MCP (Model Context Protocol) integration. Description Kibi is a command-line AI agent that connects to local LLM endpoints (like LM Studio, LiteLLM) or cloud providers (OpenAI-compatible APIs). It provides an interactive terminal UI for chatting with AI models and executing tools, with support for MCP servers for extensibility. Features - **L
Public facts
6
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Kibibit
Artifacts
0
Benchmarks
0
Last release
1.2.3
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/Kibibit/kibi.gitSetup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
Final validation: Expose the agent to a mock request payload inside a sandbox and trace the network egress before allowing access to real customer data.
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor
Kibibit
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Handshake status
UNKNOWN
Crawlable docs
6 indexed pages on the official domain
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
bash
npm install
bash
npm run build
bash
npm run dev
bash
npm start # or node bin/kibi
bash
node bin/kibi --print "Your prompt here"
text
kibi/ ├── src/ │ ├── cli/ # CLI command parsing and routing │ ├── agent/ # Core agent logic and LLM integration │ ├── tools/ # Tool execution and management │ ├── mcp/ # MCP server integration │ ├── chat/ # Chat persistence │ ├── config/ # Configuration management │ ├── output/ # Output formatters (print mode) │ ├── tui/ # Terminal UI components │ ├── types/ # Shared TypeScript types │ └── utils/ # Shared utilities ├── bin/ # Executable scripts ├── tests/ # Test files └── docs/ # Documentation
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Local-first AI agent CLI tool with TUI and MCP integration Kibi A local-first AI agent CLI tool with TUI (Terminal User Interface) and MCP (Model Context Protocol) integration. Description Kibi is a command-line AI agent that connects to local LLM endpoints (like LM Studio, LiteLLM) or cloud providers (OpenAI-compatible APIs). It provides an interactive terminal UI for chatting with AI models and executing tools, with support for MCP servers for extensibility. Features - **L
A local-first AI agent CLI tool with TUI (Terminal User Interface) and MCP (Model Context Protocol) integration.
Kibi is a command-line AI agent that connects to local LLM endpoints (like LM Studio, LiteLLM) or cloud providers (OpenAI-compatible APIs). It provides an interactive terminal UI for chatting with AI models and executing tools, with support for MCP servers for extensibility.
npm install
npm run build
Run in watch mode during development:
npm run dev
Start the interactive TUI:
npm start
# or
node bin/kibi
Run in non-interactive mode (for scripting):
node bin/kibi --print "Your prompt here"
kibi agent [prompt] - Start AI agent (default command)kibi chat list - List saved chatskibi chat resume <chatId> - Resume a saved chatkibi mcp status - Show MCP server statuskibi login - Authenticate with API providerkibi status - Show current configuration and statusConfiguration is stored in ~/.kibi/config.json. You can configure:
kibi/
├── src/
│ ├── cli/ # CLI command parsing and routing
│ ├── agent/ # Core agent logic and LLM integration
│ ├── tools/ # Tool execution and management
│ ├── mcp/ # MCP server integration
│ ├── chat/ # Chat persistence
│ ├── config/ # Configuration management
│ ├── output/ # Output formatters (print mode)
│ ├── tui/ # Terminal UI components
│ ├── types/ # Shared TypeScript types
│ └── utils/ # Shared utilities
├── bin/ # Executable scripts
├── tests/ # Test files
└── docs/ # Documentation
npm run build - Compile TypeScript to JavaScriptnpm run dev - Run in watch mode with tsxnpm start - Run compiled codenpm test - Run tests with vitestnpm run lint - Run linter (when configured)Kibi follows a modular architecture with clear boundaries:
See docs/kibi-cli-agent-v1/planning/system-architecture.md for detailed architecture documentation.
ISC
This project is in active development. See the documentation in docs/ for implementation specifications and architecture details.
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
Yes
Data region
global
Protocol support
Requires: mcp, lang:typescript, streaming
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/trust"
Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.
Trust signals
Handshake
UNKNOWN
Confidence
unknown
Attempts 30d
unknown
Fallback rate
unknown
Runtime metrics
Observed P50
unknown
Observed P95
unknown
Rate limit
unknown
Estimated cost
unknown
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Rank
74
Expose OpenAPI definition endpoints as MCP tools using the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Rank
72
An actix_web backend for the official Rust SDK for the Model Context Protocol (https://github.com/modelcontextprotocol/rust-sdk)
Traction
No public download signal
Freshness
Updated 2d ago
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript",
"streaming"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": true,
"inputSchemaRef": "https://github.com/Kibibit/kibi#input",
"outputSchemaRef": "https://github.com/Kibibit/kibi#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:45:38.808Z",
"sourceUpdatedAt": "2026-02-24T19:45:38.808Z",
"freshnessSeconds": 4433706
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T03:20:45.028Z"
}
},
"retryPolicy": {
"maxAttempts": 3,
"backoffMs": [
500,
1500,
3500
],
"retryableConditions": [
"HTTP_429",
"HTTP_503",
"NETWORK_TIMEOUT"
]
}
}Trust JSON
{
"status": "unavailable",
"handshakeStatus": "UNKNOWN",
"verificationFreshnessHours": null,
"reputationScore": null,
"p95LatencyMs": null,
"successRate30d": null,
"fallbackRate": null,
"attempts30d": null,
"trustUpdatedAt": null,
"trustConfidence": "unknown",
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Capability Matrix
{
"rows": [
{
"key": "MCP",
"type": "protocol",
"support": "supported",
"confidenceSource": "contract",
"notes": "Confirmed by capability contract"
},
{
"key": "cli",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "ai",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "agent",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "llm",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "tui",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "terminal",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "openai",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "local-first",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|supported|contract capability:cli|supported|profile capability:ai|supported|profile capability:agent|supported|profile capability:llm|supported|profile capability:mcp|supported|profile capability:tui|supported|profile capability:terminal|supported|profile capability:openai|supported|profile capability:local-first|supported|profile"
}Facts JSON
[
{
"factKey": "docs_crawl",
"category": "integration",
"label": "Crawlable docs",
"value": "6 indexed pages on the official domain",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:38.808Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:38.808Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/Kibibit/kibi#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:45:38.808Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Kibibit",
"href": "https://github.com/Kibibit/kibi#readme",
"sourceUrl": "https://github.com/Kibibit/kibi#readme",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-kibibit-kibi/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[
{
"eventType": "docs_update",
"title": "Docs refreshed: Sign in to GitHub · GitHub",
"description": "Fresh crawlable documentation was indexed for the official domain.",
"href": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceUrl": "https://github.com/login?return_to=https%3A%2F%2Fgithub.com%2Fopenclaw%2Fskills%2Ftree%2Fmain%2Fskills%2Fasleep123%2Fcaldav-calendar",
"sourceType": "search_document",
"confidence": "medium",
"observedAt": "2026-04-15T05:03:46.393Z",
"isPublic": true
}
]Sponsored
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