Rank
83
A Model Context Protocol (MCP) server for GitLab
Traction
No public download signal
Freshness
Updated 2d ago
Crawler Summary
Driven Intent Negotiation — Contract-Oriented Deterministic Executable Runtime IMPORTANT: > - **Using Claude Code?** → Install the [Plugin](#-claude-code-plugin-recommended-for-claude-code) (easier, includes slash commands & agents) > - **Using VS Code/Codex/Cursor?** → Install [MCP Server Only](#installing-via-smithery) (plugins not supported) > > ⚠️ **Don't install both!** The plugin automatically installs the MCP server - installing both may cause conflicts. DinCoder brings the power of GitHub Spec Kit to any AI coding agent through the Model Context Protocol. It transforms the traditional "prompt-then-code-dump" workflow into a systematic, specification-driven process where specifications don't serve code—code serves specifications. 🌟 The Power Inversion: A New Development Paradigm For decades, code has been king. Specifications were scaffolding—built, used, then discarded once "real work" began. PRDs guided development, design docs informed implementation, but these were always subordinate to code. Code was truth. Everything else was, at best, good intentions. Spec-Driven Development inverts this power structure: Specifications Generate Code: The PRD isn't a guide—it's the source that produces implementation Executable Specifications: Precise, complete specs that eliminate the gap between intent and implementation Code as Expression: Code becomes the specification's expression in a particular language/framework Living Documentation: Maintain software by evolving specifications, not manually updating code This transformation is possible because AI can understand complex specifications and implement them systematically. But raw AI generation without structure produces chaos. DinCoder provides that structure through GitHub's proven Spec Kit methodology. Plugin install : **Step 1: Add the DinCoder marketplace** ```bash # In Claude Code /plugin marketplace add flight505/dincoder-plugin ``` **Step 2: Install the plugin** ```bash /plugin install dincoder ``` Driven Intent Negotiation — Contract-Oriented Deterministic Executable Runtime IMPORTANT: - **Using Claude Code?** → Install the $1 (easier, includes slash commands & agents) - **Using VS Code/Codex/Cursor?** → Install $1 (plugins not supported) ⚠️ **Don't install both!** The plugin automatically installs the MCP server - installing both may cause conflicts. DinCoder brings the power of GitHub Spec Kit to any AI codi Capability contract not published. No trust telemetry is available yet. Last updated 3/7/2026.
Freshness
Last checked 3/7/2026
Best For
DinCoder is best for general automation workflows where MCP compatibility matters.
Not Ideal For
Contract metadata is missing or unavailable for deterministic execution.
Evidence Sources Checked
editorial-content, Smithery, runtime-metrics, public facts pack
Driven Intent Negotiation — Contract-Oriented Deterministic Executable Runtime IMPORTANT: > - **Using Claude Code?** → Install the [Plugin](#-claude-code-plugin-recommended-for-claude-code) (easier, includes slash commands & agents) > - **Using VS Code/Codex/Cursor?** → Install [MCP Server Only](#installing-via-smithery) (plugins not supported) > > ⚠️ **Don't install both!** The plugin automatically installs the MCP server - installing both may cause conflicts. DinCoder brings the power of GitHub Spec Kit to any AI coding agent through the Model Context Protocol. It transforms the traditional "prompt-then-code-dump" workflow into a systematic, specification-driven process where specifications don't serve code—code serves specifications. 🌟 The Power Inversion: A New Development Paradigm For decades, code has been king. Specifications were scaffolding—built, used, then discarded once "real work" began. PRDs guided development, design docs informed implementation, but these were always subordinate to code. Code was truth. Everything else was, at best, good intentions. Spec-Driven Development inverts this power structure: Specifications Generate Code: The PRD isn't a guide—it's the source that produces implementation Executable Specifications: Precise, complete specs that eliminate the gap between intent and implementation Code as Expression: Code becomes the specification's expression in a particular language/framework Living Documentation: Maintain software by evolving specifications, not manually updating code This transformation is possible because AI can understand complex specifications and implement them systematically. But raw AI generation without structure produces chaos. DinCoder provides that structure through GitHub's proven Spec Kit methodology. Plugin install : **Step 1: Add the DinCoder marketplace** ```bash # In Claude Code /plugin marketplace add flight505/dincoder-plugin ``` **Step 2: Install the plugin** ```bash /plugin install dincoder ``` Driven Intent Negotiation — Contract-Oriented Deterministic Executable Runtime IMPORTANT: - **Using Claude Code?** → Install the $1 (easier, includes slash commands & agents) - **Using VS Code/Codex/Cursor?** → Install $1 (plugins not supported) ⚠️ **Don't install both!** The plugin automatically installs the MCP server - installing both may cause conflicts. DinCoder brings the power of GitHub Spec Kit to any AI codi
Public facts
3
Change events
0
Artifacts
0
Freshness
Mar 7, 2026
Capability contract not published. No trust telemetry is available yet. Last updated 3/7/2026.
Trust score
Unknown
Compatibility
MCP
Freshness
Mar 7, 2026
Vendor
Smithery
Artifacts
0
Benchmarks
0
Last release
Unpublished
Key links, install path, and a quick operational read before the deeper crawl record.
Summary
Capability contract not published. No trust telemetry is available yet. Last updated 3/7/2026.
Setup snapshot
Setup complexity is LOW. This package is likely designed for quick installation with minimal external side-effects.
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
Smithery
Protocol compatibility
MCP
Handshake status
UNKNOWN
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
2
Snippets
0
Languages
Unknown
bash
# In Claude Code /plugin marketplace add flight505/dincoder-plugin
bash
/plugin install dincoder
Full documentation captured from public sources, including the complete README when available.
Docs source
Smithery
Editorial quality
ready
Driven Intent Negotiation — Contract-Oriented Deterministic Executable Runtime IMPORTANT: > - **Using Claude Code?** → Install the [Plugin](#-claude-code-plugin-recommended-for-claude-code) (easier, includes slash commands & agents) > - **Using VS Code/Codex/Cursor?** → Install [MCP Server Only](#installing-via-smithery) (plugins not supported) > > ⚠️ **Don't install both!** The plugin automatically installs the MCP server - installing both may cause conflicts. DinCoder brings the power of GitHub Spec Kit to any AI coding agent through the Model Context Protocol. It transforms the traditional "prompt-then-code-dump" workflow into a systematic, specification-driven process where specifications don't serve code—code serves specifications. 🌟 The Power Inversion: A New Development Paradigm For decades, code has been king. Specifications were scaffolding—built, used, then discarded once "real work" began. PRDs guided development, design docs informed implementation, but these were always subordinate to code. Code was truth. Everything else was, at best, good intentions. Spec-Driven Development inverts this power structure: Specifications Generate Code: The PRD isn't a guide—it's the source that produces implementation Executable Specifications: Precise, complete specs that eliminate the gap between intent and implementation Code as Expression: Code becomes the specification's expression in a particular language/framework Living Documentation: Maintain software by evolving specifications, not manually updating code This transformation is possible because AI can understand complex specifications and implement them systematically. But raw AI generation without structure produces chaos. DinCoder provides that structure through GitHub's proven Spec Kit methodology. Plugin install : **Step 1: Add the DinCoder marketplace** ```bash # In Claude Code /plugin marketplace add flight505/dincoder-plugin ``` **Step 2: Install the plugin** ```bash /plugin install dincoder ``` Driven Intent Negotiation — Contract-Oriented Deterministic Executable Runtime IMPORTANT: - **Using Claude Code?** → Install the $1 (easier, includes slash commands & agents) - **Using VS Code/Codex/Cursor?** → Install $1 (plugins not supported) ⚠️ **Don't install both!** The plugin automatically installs the MCP server - installing both may cause conflicts. DinCoder brings the power of GitHub Spec Kit to any AI codi
Driven Intent Negotiation — Contract-Oriented Deterministic Executable Runtime
IMPORTANT:
- Using Claude Code? → Install the Plugin (easier, includes slash commands & agents)
- Using VS Code/Codex/Cursor? → Install MCP Server Only (plugins not supported)
⚠️ Don't install both! The plugin automatically installs the MCP server - installing both may cause conflicts.
DinCoder brings the power of GitHub Spec Kit to any AI coding agent through the Model Context Protocol. It transforms the traditional "prompt-then-code-dump" workflow into a systematic, specification-driven process where specifications don't serve code—code serves specifications.
🌟 The Power Inversion: A New Development Paradigm For decades, code has been king. Specifications were scaffolding—built, used, then discarded once "real work" began. PRDs guided development, design docs informed implementation, but these were always subordinate to code. Code was truth. Everything else was, at best, good intentions.
Spec-Driven Development inverts this power structure:
Specifications Generate Code: The PRD isn't a guide—it's the source that produces implementation Executable Specifications: Precise, complete specs that eliminate the gap between intent and implementation Code as Expression: Code becomes the specification's expression in a particular language/framework Living Documentation: Maintain software by evolving specifications, not manually updating code This transformation is possible because AI can understand complex specifications and implement them systematically. But raw AI generation without structure produces chaos. DinCoder provides that structure through GitHub's proven Spec Kit methodology.
Plugin install : Step 1: Add the DinCoder marketplace
# In Claude Code
/plugin marketplace add flight505/dincoder-plugin
Step 2: Install the plugin
/plugin install dincoder
Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.
Contract coverage
Status
missing
Auth
None
Streaming
No
Data region
Unspecified
Protocol support
Requires: none
Forbidden: none
Guardrails
Operational confidence: low
curl -s "https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/snapshot"
curl -s "https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/contract"
curl -s "https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/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
Do not use if
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": "missing",
"authModes": [],
"requires": [],
"forbidden": [],
"supportsMcp": false,
"supportsA2a": false,
"supportsStreaming": false,
"inputSchemaRef": null,
"outputSchemaRef": null,
"dataRegion": null,
"contractUpdatedAt": null,
"sourceUpdatedAt": null,
"freshnessSeconds": null
}Invocation Guide
{
"preferredApi": {
"snapshotUrl": "https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/snapshot",
"contractUrl": "https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/contract",
"trustUrl": "https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/trust"
},
"curlExamples": [
"curl -s \"https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/snapshot\"",
"curl -s \"https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/contract\"",
"curl -s \"https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/trust\""
],
"jsonRequestTemplate": {
"query": "summarize this repo",
"constraints": {
"maxLatencyMs": 2000,
"protocolPreference": [
"MCP"
]
}
},
"jsonResponseTemplate": {
"ok": true,
"result": {
"summary": "...",
"confidence": 0.9
},
"meta": {
"source": "MCP_REGISTRY",
"generatedAt": "2026-04-17T01:52:30.585Z"
}
},
"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": "unknown",
"confidenceSource": "profile",
"notes": "Listed on profile"
}
],
"flattenedTokens": "protocol:MCP|unknown|profile"
}Facts JSON
[
{
"factKey": "vendor",
"category": "vendor",
"label": "Vendor",
"value": "Smithery",
"href": "https://smithery.ai/servers/flight505/mcp_dincoder",
"sourceUrl": "https://smithery.ai/servers/flight505/mcp_dincoder",
"sourceType": "profile",
"confidence": "medium",
"observedAt": "2026-03-07T06:33:49.814Z",
"isPublic": true
},
{
"factKey": "protocols",
"category": "compatibility",
"label": "Protocol compatibility",
"value": "MCP",
"href": "https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/contract",
"sourceUrl": "https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/contract",
"sourceType": "contract",
"confidence": "medium",
"observedAt": "2026-03-07T06:33:49.814Z",
"isPublic": true
},
{
"factKey": "handshake_status",
"category": "security",
"label": "Handshake status",
"value": "UNKNOWN",
"href": "https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/trust",
"sourceUrl": "https://xpersona.co/api/v1/agents/smithery-flight505-mcp-dincoder/trust",
"sourceType": "trust",
"confidence": "medium",
"observedAt": null,
"isPublic": true
}
]Change Events JSON
[]
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