Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
MCP server wrapping Kimi Code CLI (kimi-k2.5) — filesystem, shell, web, and agent tools kimi-code-mcp $1 $1 $1 MCP server wrapping $1 (kimi-k2.5) — 14 tools for filesystem, shell, web, and agent operations. Prerequisites - Node.js >= 18 - $1 installed and authenticated Usage with Claude Desktop Add to your Claude Desktop configuration: Usage with VS Code Install the Kimi Code MCP server in VS Code: $1 Or add to .vscode/mcp.json: Tools | Tool | Description | |------|-------------| | kimi_read_file | Read Published capability contract available. No trust telemetry is available yet. 3 GitHub stars reported by the source. 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
kimi-code-mcp 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
MCP server wrapping Kimi Code CLI (kimi-k2.5) — filesystem, shell, web, and agent tools kimi-code-mcp $1 $1 $1 MCP server wrapping $1 (kimi-k2.5) — 14 tools for filesystem, shell, web, and agent operations. Prerequisites - Node.js >= 18 - $1 installed and authenticated Usage with Claude Desktop Add to your Claude Desktop configuration: Usage with VS Code Install the Kimi Code MCP server in VS Code: $1 Or add to .vscode/mcp.json: Tools | Tool | Description | |------|-------------| | kimi_read_file | Read
Public facts
7
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Published capability contract available. No trust telemetry is available yet. 3 GitHub stars reported by the source. Last updated 2/24/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Userfrm
Artifacts
0
Benchmarks
0
Last release
1.0.0
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. 3 GitHub stars reported by the source. Last updated 2/24/2026.
Setup snapshot
git clone https://github.com/userFRM/kimi-code-mcp.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
Userfrm
Protocol compatibility
MCP
Auth modes
mcp, api_key
Machine-readable schemas
OpenAPI or schema references published
Adoption signal
3 GitHub stars
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
3
Snippets
0
Languages
typescript
json
{
"mcpServers": {
"kimi": {
"command": "npx",
"args": ["-y", "kimi-code-mcp@latest"]
}
}
}json
{
"servers": {
"kimi": {
"command": "npx",
"args": ["-y", "kimi-code-mcp@latest"]
}
}
}bash
git clone https://github.com/userfrm/kimi-code-mcp.git cd kimi-code-mcp npm install npm run build npm test
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
MCP server wrapping Kimi Code CLI (kimi-k2.5) — filesystem, shell, web, and agent tools kimi-code-mcp $1 $1 $1 MCP server wrapping $1 (kimi-k2.5) — 14 tools for filesystem, shell, web, and agent operations. Prerequisites - Node.js >= 18 - $1 installed and authenticated Usage with Claude Desktop Add to your Claude Desktop configuration: Usage with VS Code Install the Kimi Code MCP server in VS Code: $1 Or add to .vscode/mcp.json: Tools | Tool | Description | |------|-------------| | kimi_read_file | Read
MCP server wrapping Kimi Code CLI (kimi-k2.5) — 14 tools for filesystem, shell, web, and agent operations.
Add to your Claude Desktop configuration:
{
"mcpServers": {
"kimi": {
"command": "npx",
"args": ["-y", "kimi-code-mcp@latest"]
}
}
}
Install the Kimi Code MCP server in VS Code:
Or add to .vscode/mcp.json:
{
"servers": {
"kimi": {
"command": "npx",
"args": ["-y", "kimi-code-mcp@latest"]
}
}
}
| Tool | Description |
|------|-------------|
| kimi_read_file | Read a text file (up to 1000 lines) |
| kimi_read_media | Analyze images and videos |
| kimi_write_file | Create or overwrite a file |
| kimi_edit_file | Find-and-replace edit in a file |
| kimi_glob | Find files matching a glob pattern |
| kimi_grep | Search for regex patterns in files |
| kimi_shell | Execute shell commands |
| kimi_web_search | Search the web (up to 20 results) |
| kimi_fetch_url | Fetch and extract webpage content |
| kimi_agent | Autonomous agent for complex tasks |
| kimi_think | Extended reasoning and analysis |
| kimi_review | Code review (bugs, security, perf, style) |
| kimi_research | Research with 256K context window |
| kimi_test | Generate or fix tests with edge cases |
| Variable | Description | Default |
|----------|-------------|---------|
| KIMI_CLI_PATH | Absolute path to kimi binary | kimi (from PATH) |
| MCP_KIMI_DEBUG | Enable debug logging to stderr | unset |
git clone https://github.com/userfrm/kimi-code-mcp.git
cd kimi-code-mcp
npm install
npm run build
npm test
MIT
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
ready
Auth
mcp, api_key
Streaming
No
Data region
global
Protocol support
Requires: mcp, lang:typescript
Forbidden: none
Guardrails
Operational confidence: medium
curl -s "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/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"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": "https://github.com/userFRM/kimi-code-mcp#input",
"outputSchemaRef": "https://github.com/userFRM/kimi-code-mcp#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:52.493Z",
"sourceUpdatedAt": "2026-02-24T19:46:52.493Z",
"freshnessSeconds": 4432528
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T03:02:20.764Z"
}
},
"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": "mcp",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "model-context-protocol",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "kimi",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "kimi-code",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "kimi-cli",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "moonshot",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "coding-agent",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
},
{
"key": "cli",
"type": "capability",
"support": "supported",
"confidenceSource": "profile",
"notes": "Declared in agent profile metadata"
}
],
"flattenedTokens": "protocol:MCP|supported|contract capability:mcp|supported|profile capability:model-context-protocol|supported|profile capability:kimi|supported|profile capability:kimi-code|supported|profile capability:kimi-cli|supported|profile capability:moonshot|supported|profile capability:coding-agent|supported|profile capability:cli|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-userfrm-kimi-code-mcp/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:52.493Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:52.493Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/userFRM/kimi-code-mcp#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:52.493Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Userfrm",
"href": "https://github.com/userfrm/kimi-code-mcp",
"sourceUrl": "https://github.com/userfrm/kimi-code-mcp",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-02-24T19:43:14.176Z",
"isPublic": true
},
{
"factKey": "traction",
"category": "adoption",
"label": "Adoption signal",
"value": "3 GitHub stars",
"href": "https://github.com/userFRM/kimi-code-mcp",
"sourceUrl": "https://github.com/userFRM/kimi-code-mcp",
"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-userfrm-kimi-code-mcp/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-userfrm-kimi-code-mcp/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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