Xpersona

Crawler Summary

@coderswap/mcp-server answer-first brief

MCP server for Claude Desktop: autonomous research ingestion + hybrid vector search with intent-aware ranking. Build searchable knowledge bases from AI research summaries. CoderSwap MCP Server Model Context Protocol (MCP) server that lets Claude (and any MCP-aware agent) stand up a topic-specific knowledge base end-to-end—project creation, ingestion, progress tracking, search validation, and lightweight session notes—without exposing low-level APIs. Features - 🚀 Create and list vector-search projects - 📚 Ingest research summaries + URLs with auto-crawling, chunking, and embedding - � 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

@coderswap/mcp-server 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

CardFactsSnapshotContractTrust
Claim this agent
Agent DossierGitHubSafety: 80/100

@coderswap/mcp-server

MCP server for Claude Desktop: autonomous research ingestion + hybrid vector search with intent-aware ranking. Build searchable knowledge bases from AI research summaries. CoderSwap MCP Server Model Context Protocol (MCP) server that lets Claude (and any MCP-aware agent) stand up a topic-specific knowledge base end-to-end—project creation, ingestion, progress tracking, search validation, and lightweight session notes—without exposing low-level APIs. Features - 🚀 Create and list vector-search projects - 📚 Ingest research summaries + URLs with auto-crawling, chunking, and embedding - �

MCPverified

Public facts

5

Change events

0

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

Coderswap

Artifacts

0

Benchmarks

0

Last release

0.1.2

Executive Summary

Key links, install path, and a quick operational read before the deeper crawl record.

Verifiededitorial-content

Summary

Published capability contract available. No trust telemetry is available yet. Last updated 2/24/2026.

View SourceHomepage

Setup snapshot

git clone https://github.com/punkpeye/mcp-server-32.git
  1. 1

    Setup complexity is MEDIUM. Standard integration tests and API key provisioning are required before connecting this to production workloads.

  2. 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.

Verifiededitorial-content
Vendor (1)

Vendor

Coderswap

profilemedium
Observed Feb 24, 2026Source linkProvenance
Compatibility (2)

Protocol compatibility

MCP

contracthigh
Observed Feb 24, 2026Source linkProvenance

Auth modes

mcp, api_key

contracthigh
Observed Feb 24, 2026Source linkProvenance
Artifact (1)

Machine-readable schemas

OpenAPI or schema references published

contracthigh
Observed Feb 24, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance

Release & Crawl Timeline

Merged public release, docs, artifact, benchmark, pricing, and trust refresh events.

Self-declaredagent-index

Artifacts Archive

Extracted files, examples, snippets, parameters, dependencies, permissions, and artifact metadata.

Self-declaredGITHUB MCP

Extracted files

0

Examples

6

Snippets

0

Languages

typescript

Executable Examples

bash

cd packages/mcp-server
npm install
npm run build

bash

# Set environment variables
export CODERSWAP_BASE_URL=http://localhost:8000
export CODERSWAP_API_KEY=cs_dev_nmVDJupuxflYYWd34HiRxbtxONul3hv1_f981

# Run the server
npm start

json

{
  "mcpServers": {
    "coderswap": {
      "command": "node",
      "args": ["C:/Users/tayav/CascadeProjects/CoderSwapIO/packages/mcp-server/dist/index.js"],
      "env": {
        "CODERSWAP_BASE_URL": "http://localhost:8000",
        "CODERSWAP_API_KEY": "cs_dev_nmVDJupuxflYYWd34HiRxbtxONul3hv1_f981"
      }
    }
  }
}

json

{
  "mcpServers": {
    "coderswap": {
      "command": "npx",
      "args": ["-y", "@coderswap/mcp-server"],
      "env": {
        "CODERSWAP_BASE_URL": "https://api.coderswap.ai",
        "CODERSWAP_API_KEY": "your_production_api_key"
      }
    }
  }
}

text

Use coderswap_create_project with name "AI Research"

text

Use coderswap_research_ingest with URLs:
   - https://arxiv.org/abs/2103.00020
   - https://openai.com/research/gpt-4

Docs & README

Full documentation captured from public sources, including the complete README when available.

Self-declaredGITHUB MCP

Docs source

GITHUB MCP

Editorial quality

ready

MCP server for Claude Desktop: autonomous research ingestion + hybrid vector search with intent-aware ranking. Build searchable knowledge bases from AI research summaries. CoderSwap MCP Server Model Context Protocol (MCP) server that lets Claude (and any MCP-aware agent) stand up a topic-specific knowledge base end-to-end—project creation, ingestion, progress tracking, search validation, and lightweight session notes—without exposing low-level APIs. Features - 🚀 Create and list vector-search projects - 📚 Ingest research summaries + URLs with auto-crawling, chunking, and embedding - �

Full README

CoderSwap MCP Server

Model Context Protocol (MCP) server that lets Claude (and any MCP-aware agent) stand up a topic-specific knowledge base end-to-end—project creation, ingestion, progress tracking, search validation, and lightweight session notes—without exposing low-level APIs.

Features

  • 🚀 Create and list vector-search projects
  • 📚 Ingest research summaries + URLs with auto-crawling, chunking, and embedding
  • 🧠 Auto-ingest curated sources (crawl → chunk → embed) with relevance tuning handled by the CoderSwap platform team
  • 🔍 Execute hybrid semantic search with intent-aware ranking
  • 📊 Monitor ingestion jobs, capture blocked sources, and run quick search-quality spot checks
  • ✨ Rich, formatted output optimized for AI agents

Installation

cd packages/mcp-server
npm install
npm run build

Configuration

Set the following environment variables before launching the server:

  • CODERSWAP_BASE_URL (default: http://localhost:8000)
  • CODERSWAP_API_KEY (required)
  • DEBUG (optional: set to true for detailed logging)

Running

Development (Local Backend)

# Set environment variables
export CODERSWAP_BASE_URL=http://localhost:8000
export CODERSWAP_API_KEY=cs_dev_nmVDJupuxflYYWd34HiRxbtxONul3hv1_f981

# Run the server
npm start

Claude Desktop Configuration

Update your Claude Desktop config file:

macOS/Linux: ~/Library/Application Support/Claude/claude_desktop_config.json Windows: %APPDATA%\Claude\claude_desktop_config.json

Local Development:

{
  "mcpServers": {
    "coderswap": {
      "command": "node",
      "args": ["C:/Users/tayav/CascadeProjects/CoderSwapIO/packages/mcp-server/dist/index.js"],
      "env": {
        "CODERSWAP_BASE_URL": "http://localhost:8000",
        "CODERSWAP_API_KEY": "cs_dev_nmVDJupuxflYYWd34HiRxbtxONul3hv1_f981"
      }
    }
  }
}

Production:

{
  "mcpServers": {
    "coderswap": {
      "command": "npx",
      "args": ["-y", "@coderswap/mcp-server"],
      "env": {
        "CODERSWAP_BASE_URL": "https://api.coderswap.ai",
        "CODERSWAP_API_KEY": "your_production_api_key"
      }
    }
  }
}

Available Tools

Project Management

  • coderswap_create_project – Create a new vector search project
  • coderswap_list_projects – List accessible projects with document counts
  • coderswap_get_project_stats – Pull basic stats (created_at, document totals)

Research & Ingestion

  • coderswap_research_ingest – Crawl, chunk, and embed vetted URLs (advanced tuning is managed by the platform team)
  • coderswap_get_job_status – Poll ingestion job progress, crawl counts, blocked domains

Search & Validation

  • coderswap_search – Execute hybrid semantic search with ranked snippets
  • coderswap_test_search_quality – Run quick multi-query smoke tests (or a predefined suite) to gauge relevance

Session Continuity

  • coderswap_log_session_note – Record lightweight summaries (job_id, ingestion metrics, follow-ups) so humans stay in the loop

Guardrails & Security

  • The server loads mcp_starter_prompt.yaml at startup and injects it as a non-removable system prompt.
  • Startup fails if the prompt is missing, invalid, or tampered with (hash mismatch).
  • Advanced tuning endpoints are intentionally omitted; when deeper adjustments are required, Claude guides users to loop in the CoderSwap platform team.
  • All operations must go through the MCP tools; direct HTTP/DB access is disallowed.

Each tool:

  • ✅ Validates inputs with Zod schemas
  • ✅ Returns both structured data and AI-friendly text summaries
  • ✅ Includes comprehensive error handling
  • ✅ Logs operations for debugging (when DEBUG=true)

Example Usage

Autonomous Research Workflow

Claude can execute this workflow autonomously:

  1. Create a project:

    Use coderswap_create_project with name "AI Research"

  2. Ingest research content:

    Use coderswap_research_ingest with URLs:
- https://arxiv.org/abs/2103.00020
- https://openai.com/research/gpt-4

  3. Monitor progress (Claude keeps polling until complete):

    Use coderswap_get_job_status to check ingestion

  4. Search the knowledge base:

    Use coderswap_search with query "transformer architecture"

  5. Optional: run a quick multi-query smoke test:

    Use coderswap_test_search_quality with test queries or run_full_suite: true

  6. Leave yourself a handoff note (e.g., sources blocked, next steps):

    Use coderswap_log_session_note with project_id "proj_123",
summary_text "Ingested 9/10 sources; FDA site blocked by robots.txt. Run follow-up after manual download."
job_id "job_456"
ingestion_metrics {"sources_succeeded": 9, "sources_failed": 1}

Output Format

Search results are formatted with rich details:

Found 5 result(s) for: "hybrid search"

🥇 Score: 85.2%
   About hybrid search | Vertex AI
   Vector Search supports hybrid search...

🥈 Score: 72.1%
   Hybrid Search | Weaviate
   Hybrid search combines semantic and keyword...

🥉 Score: 68.4%
   ...

Debugging

Enable debug logging:

export DEBUG=true
npm start

Logs are written to stderr and include:

  • Timestamps
  • Operation details
  • Error messages with context

Development

# Install dependencies
npm install

# Build TypeScript
npm run build

# Watch mode (for development)
npm run dev

Architecture

Claude Desktop → MCP Server (stdio) → CoderSwap Backend API → Oracle ADW 23ai
                  ↓
            - Tool validation (Zod)
            - Error handling
            - Response formatting

With the MCP server, Claude can autonomously build, test, and optimize vector knowledge bases in minutes! 🚀

Contract & API

Machine endpoints, protocol fit, contract coverage, invocation examples, and guardrails for agent-to-agent use.

Verifiedcapability-contract

Endpoints

Dossier APISnapshot APIContract APITrust API

Contract coverage

Status

ready

Auth

mcp, api_key

Streaming

No

Data region

global

Protocol support

MCP: verified

Requires: mcp, lang:typescript

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-punkpeye-mcp-server-32/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/trust"

Reliability & Benchmarks

Trust and runtime signals, benchmark suites, failure patterns, and practical risk constraints.

Missingruntime-metrics

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.

Missingno-media
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.

Self-declaredprotocol-neighbors
GITLAB_AI_CATALOGgitlab-mcp

Rank

83

A Model Context Protocol (MCP) server for GitLab

Traction

No public download signal

Freshness

Updated 2d ago

MCP
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
Agent hubMore from this sourceMCP agents
Machine Appendix

Contract JSON

{
  "contractStatus": "ready",
  "authModes": [
    "mcp",
    "api_key"
  ],
  "requires": [
    "mcp",
    "lang:typescript"
  ],
  "forbidden": [],
  "supportsMcp": true,
  "supportsA2a": false,
  "supportsStreaming": false,
  "inputSchemaRef": "https://github.com/punkpeye/mcp-server-32#input",
  "outputSchemaRef": "https://github.com/punkpeye/mcp-server-32#output",
  "dataRegion": "global",
  "contractUpdatedAt": "2026-02-24T19:46:36.987Z",
  "sourceUpdatedAt": "2026-02-24T19:46:36.987Z",
  "freshnessSeconds": 4429630
}

Invocation Guide

{
  "preferredApi": {
    "snapshotUrl": "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T02:13:47.805Z"
    }
  },
  "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": "mcp-server",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "claude",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "claude-desktop",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "anthropic",
      "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": "search",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "vector-search",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "hybrid-search",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "semantic-search",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "rag",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "retrieval-augmented-generation",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "research",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "knowledge-base",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "ai-research",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    },
    {
      "key": "embeddings",
      "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:mcp-server|supported|profile capability:claude|supported|profile capability:claude-desktop|supported|profile capability:anthropic|supported|profile capability:model-context-protocol|supported|profile capability:search|supported|profile capability:vector-search|supported|profile capability:hybrid-search|supported|profile capability:semantic-search|supported|profile capability:rag|supported|profile capability:retrieval-augmented-generation|supported|profile capability:research|supported|profile capability:knowledge-base|supported|profile capability:ai-research|supported|profile capability:embeddings|supported|profile capability:cli|supported|profile"
}

Facts JSON

[
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:36.987Z",
    "isPublic": true
  },
  {
    "factKey": "auth_modes",
    "category": "compatibility",
    "label": "Auth modes",
    "value": "mcp, api_key",
    "href": "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:36.987Z",
    "isPublic": true
  },
  {
    "factKey": "schema_refs",
    "category": "artifact",
    "label": "Machine-readable schemas",
    "value": "OpenAPI or schema references published",
    "href": "https://github.com/punkpeye/mcp-server-32#input",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/contract",
    "sourceType": "contract",
    "confidence": "high",
    "observedAt": "2026-02-24T19:46:36.987Z",
    "isPublic": true
  },
  {
    "factKey": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Coderswap",
    "href": "https://coderswap.ai",
    "sourceUrl": "https://coderswap.ai",
    "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-punkpeye-mcp-server-32/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-punkpeye-mcp-server-32/trust",
    "sourceType": "trust",
    "confidence": "medium",
    "observedAt": null,
    "isPublic": true
  }
]

Change Events JSON

[]

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