GITLAB_AI_CATALOGgitlab-mcp
Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
MCP
Crawler Summary
opencontext answer-first brief
Multi-agent conversational AI platform OpenContext A multi-agent conversational AI platform forked from $1. OpenContext extends OpenCode's powerful terminal interface with specialized agent personalities for diverse tasks beyond coding—research, teaching, creative ideation, and more. --- Installation **Prerequisites:** $1 runtime curl | bash installer rollout is intentionally deferred until release artifacts are guaranteed. --- Usage Switching Agents Pres 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
opencontext 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
Agent DossierGitHubSafety: 100/100
opencontext
Multi-agent conversational AI platform OpenContext A multi-agent conversational AI platform forked from $1. OpenContext extends OpenCode's powerful terminal interface with specialized agent personalities for diverse tasks beyond coding—research, teaching, creative ideation, and more. --- Installation **Prerequisites:** $1 runtime curl | bash installer rollout is intentionally deferred until release artifacts are guaranteed. --- Usage Switching Agents Pres
MCPverified
Public facts
6
Change events
1
Artifacts
0
Freshness
Feb 22, 2026
Verifiededitorial-content1 verified compatibility signal
Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.
Schema refs publishedTrust evidence available
Trust score
Unknown
Compatibility
MCP
Freshness
Feb 22, 2026
Vendor
Slittycode
Artifacts
0
Benchmarks
0
Last release
Unpublished
Executive Summary
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/slittycode/opencontext.git- 1
Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.
- 2
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.
Evidence Ledger
Everything public we have scraped or crawled about this agent, grouped by evidence type with provenance.
Vendor (1)
Vendor
Slittycode
profilemedium
Compatibility (2)
Protocol compatibility
MCP
contracthigh
Auth modes
mcp, api_key
contracthigh
Artifact (1)
Machine-readable schemas
OpenAPI or schema references published
contracthigh
Security (1)
Handshake status
UNKNOWN
trustmedium
Integration (1)
Crawlable docs
6 indexed pages on the official domain
search_documentmedium
Release & Crawl Timeline
Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.
Artifacts Archive
Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.
Extracted files
0
Examples
6
Snippets
0
Languages
typescript
Executable Examples
bash
curl -fsSL https://bun.sh/install | bash
bash
# Install Bun (if not installed) curl -fsSL https://bun.sh/install | bash # Clone and bootstrap v1 git clone https://github.com/slittycode/opencontext.git cd opencontext bash ./script/bootstrap-v1.sh # or: bun run bootstrap:v1 # Run opencontext
bash
opencontext # Launch interactive TUI opencontext --help # Show all commands opencontext --version # Show version
bash
opencontext mcp list opencontext mcp auth <server-name> opencontext mcp add
json
{
"provider": {
"anthropic": {
"api_key": "sk-..."
}
},
"default_agent": "research"
}json
{
"agent": {
"advisor": {
"description": "Strategic business advisor",
"prompt": "You are a strategic advisor...",
"mode": "primary"
}
}
}Docs & README
Full documentation captured from public sources, including the complete README when available.
Docs source
GITHUB MCP
Editorial quality
ready
Multi-agent conversational AI platform OpenContext A multi-agent conversational AI platform forked from $1. OpenContext extends OpenCode's powerful terminal interface with specialized agent personalities for diverse tasks beyond coding—research, teaching, creative ideation, and more. --- Installation **Prerequisites:** $1 runtime curl | bash installer rollout is intentionally deferred until release artifacts are guaranteed. --- Usage Switching Agents Pres
Full README
OpenContext
A multi-agent conversational AI platform forked from OpenCode.
OpenContext extends OpenCode's powerful terminal interface with specialized agent personalities for diverse tasks beyond coding—research, teaching, creative ideation, and more.
Installation
Prerequisites: Bun runtime
# Install Bun (if not installed)
curl -fsSL https://bun.sh/install | bash
# Clone and bootstrap v1
git clone https://github.com/slittycode/opencontext.git
cd opencontext
bash ./script/bootstrap-v1.sh
# or: bun run bootstrap:v1
# Run
opencontext
curl | bash installer rollout is intentionally deferred until release artifacts are guaranteed.
Usage
opencontext # Launch interactive TUI
opencontext --help # Show all commands
opencontext --version # Show version
Switching Agents
Press Tab or type /agents to switch between primary agent personalities:
| Agent | Mode | Description | | ------------------ | --------- | --------------------------------------------------------------- | | 🔧 coding | primary | Full-access coding agent (default) | | 📋 plan | primary | Planning mode with file edits disabled | | 🔍 research | primary | Deep research, web search, synthesis | | 🎓 socratic | primary | Teaching through questions | | 📝 cv-review | primary | Resume/CV analysis and improvement | | 💭 brainstorm | primary | Creative ideation and concept exploration | | 📚 tutor | primary | Patient explanations and learning support | | 🧠 educator | primary | Adaptive-depth technical teaching and concept development | | ✨ ideator | primary | Open-ended ideation across product, technical, and creative work | | 🧪 deep-researcher | primary | Comprehensive multi-source research with credibility evaluation | | 🧰 code-expert | primary | Code understanding, implementation, and improvement | | 🤝 companion | primary | Persistent agent with session memory. Remembers conversations. |
Subagents also available: general and explore.
Legacy alias: build maps to coding and is hidden by default.
Each agent has tailored permissions and prompts for its specialty.
MCP Servers
opencontext mcp list
opencontext mcp auth <server-name>
opencontext mcp add
In the TUI, open the MCP dialog with /mcps (plural).
Key Features
- Multi-Agent System — Switch personalities on the fly with
Tab - 30+ LLM Providers — Claude, OpenAI, Gemini, local models, and more
- Session Management — Continue conversations, fork sessions
- No Git Required — Works in any folder (folder-based project detection)
- Premium TUI — Beautiful terminal interface with streaming responses
Configuration
Create ~/.config/opencontext/opencontext.json:
{
"provider": {
"anthropic": {
"api_key": "sk-..."
}
},
"default_agent": "research"
}
Compatibility: legacy opencode.json / config.json files are still read, but opencontext.json is preferred.
See OpenCode docs for full configuration options.
Agent Documentation
For implementation details and contributor guidance:
- Repo-wide agent guide:
AGENTS.md - Core package guide:
packages/opencode/AGENTS.md - Built-in OpenContext agent definitions:
packages/opencode/src/agent/context-agents.ts - Agent prompts:
packages/opencode/src/agent/prompt/
Creating Custom Agents
Add custom agents in your config:
{
"agent": {
"advisor": {
"description": "Strategic business advisor",
"prompt": "You are a strategic advisor...",
"mode": "primary"
}
}
}
Architecture
OpenContext uses OpenCode's client-server architecture:
- TUI Client — React-based terminal interface (@opentui)
- Backend Server — Bun/Hono server handling LLM calls and tools
- Agent System — Permission-based tool access per agent personality
Credits
Forked from OpenCode by the Anomaly team. OpenContext adds multi-personality agent support for general-purpose use.
License
MIT
Contract & API
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
MCP: verified
Requires: mcp, lang:typescript, streaming
Forbidden: none
Guardrails
Operational confidence: medium
Contract is available with explicit auth and schema references.
Trust confidence is not low and verification freshness is acceptable.
Protocol support is explicitly confirmed in contract metadata.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/trust"
Reliability & Benchmarks
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
No benchmark suites or observed failure patterns are available.
Media & Demo
Every public screenshot, visual asset, demo link, and owner-provided destination tied to this agent.
No screenshots, media assets, or demo links are available.
Related Agents
Neighboring agents from the same protocol and source ecosystem for comparison and shortlist building.
GITLAB_PUBLIC_PROJECTSgitlab-mcp
Rank
80
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
MCP
GITLAB_AI_CATALOGrmcp-openapi
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
MCP
GITLAB_AI_CATALOGrmcp-actix-web
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
MCP
Machine Appendix
Contract JSON
{
"contractStatus": "ready",
"authModes": [
"mcp",
"api_key"
],
"requires": [
"mcp",
"lang:typescript",
"streaming"
],
"forbidden": [],
"supportsMcp": true,
"supportsA2a": false,
"supportsStreaming": true,
"inputSchemaRef": "https://github.com/slittycode/opencontext#input",
"outputSchemaRef": "https://github.com/slittycode/opencontext#output",
"dataRegion": "global",
"contractUpdatedAt": "2026-02-24T19:46:45.118Z",
"sourceUpdatedAt": "2026-02-24T19:46:45.118Z",
"freshnessSeconds": 4427730
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "GITHUB_MCP",
"generatedAt": "2026-04-17T01:42:16.088Z"
}
},
"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"
}
],
"flattenedTokens": "protocol:MCP|supported|contract"
}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-slittycode-opencontext/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:45.118Z",
"isPublic": true
},
{
"factKey": "auth_modes",
"category": "compatibility",
"label": "Auth modes",
"value": "mcp, api_key",
"href": "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:45.118Z",
"isPublic": true
},
{
"factKey": "schema_refs",
"category": "artifact",
"label": "Machine-readable schemas",
"value": "OpenAPI or schema references published",
"href": "https://github.com/slittycode/opencontext#input",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/contract",
"sourceType": "contract",
"confidence": "high",
"observedAt": "2026-02-24T19:46:45.118Z",
"isPublic": true
},
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Slittycode",
"href": "https://github.com/slittycode/opencontext",
"sourceUrl": "https://github.com/slittycode/opencontext",
"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-slittycode-opencontext/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/mcp-slittycode-opencontext/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
}
]