Crawler Summary

mcp-codemap answer-first brief

MCP server that maintains a living knowledge graph of your codebase for contextual awareness mcp-codemap $1 $1 MCP server that gives coding agents a mental map of your codebase with progressive disclosure - like foldable code sections in an IDE, but for LLMs. The first run parses every source file using tree-sitter and builds a graph of entities (classes, functions, interfaces, etc.) and their relationships (imports, extends, implements). This is stored in a local SQLite database (.codemap/graph.db) so subse Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Freshness

Last checked 2/25/2026

Best For

mcp-codemap is best for cli workflows where MCP compatibility matters.

Not Ideal For

Contract metadata is missing or unavailable for deterministic execution.

Evidence Sources Checked

editorial-content, GITHUB MCP, runtime-metrics, public facts pack

Claim this agent
Agent DossierGitHubSafety: 89/100

mcp-codemap

MCP server that maintains a living knowledge graph of your codebase for contextual awareness mcp-codemap $1 $1 MCP server that gives coding agents a mental map of your codebase with progressive disclosure - like foldable code sections in an IDE, but for LLMs. The first run parses every source file using tree-sitter and builds a graph of entities (classes, functions, interfaces, etc.) and their relationships (imports, extends, implements). This is stored in a local SQLite database (.codemap/graph.db) so subse

MCPself-declared

Public facts

4

Change events

1

Artifacts

0

Freshness

Feb 25, 2026

Verifiededitorial-contentNo verified compatibility signals

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Trust evidence available

Trust score

Unknown

Compatibility

MCP

Freshness

Feb 25, 2026

Vendor

Breca

Artifacts

0

Benchmarks

0

Last release

0.0.2

Executive Summary

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

Verifiededitorial-content

Summary

Capability contract not published. No trust telemetry is available yet. Last updated 2/25/2026.

Setup snapshot

git clone https://github.com/breca/mcp-codemap.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

Breca

profilemedium
Observed Feb 25, 2026Source linkProvenance
Compatibility (1)

Protocol compatibility

MCP

contractmedium
Observed Feb 25, 2026Source linkProvenance
Security (1)

Handshake status

UNKNOWN

trustmedium
Observed unknownSource linkProvenance
Integration (1)

Crawlable docs

6 indexed pages on the official domain

search_documentmedium
Observed Apr 15, 2026Source 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

# npx
claude mcp add codemap -- npx mcp-codemap

# docker
claude mcp add codemap -- docker run --rm -i -v .:/project:z ghcr.io/breca/mcp-codemap

bash

npx mcp-codemap serve -p /path/to/your/project

json

{
  "mcpServers": {
    "codemap": {
      "command": "npx",
      "args": ["mcp-codemap"]
    }
  }
}

json

{
  "mcpServers": {
    "codemap": {
      "command": "docker",
      "args": ["run", "--rm", "-i", "-v", ".:/project:z", "ghcr.io/breca/mcp-codemap"]
    }
  }
}

json

{
  "mcp": {
    "codemap": {
      "type": "stdio",
      "command": "npx",
      "args": ["mcp-codemap"]
    }
  }
}

json

{
  "mcp": {
    "codemap": {
      "type": "stdio",
      "command": "docker",
      "args": ["run", "--rm", "-i", "-v", ".:/project:z", "ghcr.io/breca/mcp-codemap"]
    }
  }
}

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 that maintains a living knowledge graph of your codebase for contextual awareness mcp-codemap $1 $1 MCP server that gives coding agents a mental map of your codebase with progressive disclosure - like foldable code sections in an IDE, but for LLMs. The first run parses every source file using tree-sitter and builds a graph of entities (classes, functions, interfaces, etc.) and their relationships (imports, extends, implements). This is stored in a local SQLite database (.codemap/graph.db) so subse

Full README

mcp-codemap

Release Latest Release

MCP server that gives coding agents a mental map of your codebase with progressive disclosure - like foldable code sections in an IDE, but for LLMs.

The first run parses every source file using tree-sitter and builds a graph of entities (classes, functions, interfaces, etc.) and their relationships (imports, extends, implements). This is stored in a local SQLite database (.codemap/graph.db) so subsequent sessions read from the index instantly - no re-parsing needed.

It exposes three tools. map builds the big picture - every file, class, and function at a chosen detail level, from a quick outline to full signatures with docstrings and dependency edges. query zooms into a single entity for its source code, members, and relationships without a separate file read. reindex keeps things fresh after edits, auto-detecting changes via git diff.

Supported languages:
TypeScript JavaScript Python Rust Go Ruby Java C# PHP Kotlin C C++ Lua Zig

Why

Typical exploration to understand a backend directory (44 files, ~420 entities):

Without codemap - Glob/Read/Grep or an Explore subagent:

| Step | Tool calls | Chars consumed | |---|---|---| | Glob to find files | 1 | ~500 | | Read models.py (572 lines) | 1 | ~15K | | Read world_service.py (628 lines) | 1 | ~18K | | Read ws.py (570 lines) | 1 | ~15K | | Read events.py (299 lines) | 1 | ~8K | | Read 4-5 API route files | 4-5 | ~60K | | Grep for cross-file imports/usage | 3-5 | ~10K | | Total | ~12-15 calls | ~125K+ |

And that's optimistic - an Explore subagent often does 15-25 tool calls across multiple turns, each with its own overhead, and still misses things.

With codemap - one or two calls:

| Level | Tool calls | Chars consumed | |---|---|---| | names (quick orient) | 1 | ~6K | | signatures (working knowledge) | 1 | ~25K |

That's 5-6x fewer tokens, 12-20x fewer tool calls, and complete coverage - every entity in every file, not just the ones the agent guessed to read.

Setup

Claude Code

# npx
claude mcp add codemap -- npx mcp-codemap

# docker
claude mcp add codemap -- docker run --rm -i -v .:/project:z ghcr.io/breca/mcp-codemap

The project directory is auto-detected via MCP roots. To set it explicitly:

npx mcp-codemap serve -p /path/to/your/project

The first run indexes the project automatically. The index is stored in .codemap/graph.db inside the project directory. Subsequent calls to map or query auto-detect changed files via git diff and refresh the index before returning results — no manual reindexing needed.

Other clients

Add the MCP server config to your client's config file:

| Client | Config file | |---|---| | Claude Code | .mcp.json in project root | | Cursor | .cursor/mcp.json in project root | | Crush | .crush.json in project root | | Continue | .continue/config.yaml | | OpenCode | opencode.json in project root |

.mcp.json (Claude Code, Cursor):

{
  "mcpServers": {
    "codemap": {
      "command": "npx",
      "args": ["mcp-codemap"]
    }
  }
}
{
  "mcpServers": {
    "codemap": {
      "command": "docker",
      "args": ["run", "--rm", "-i", "-v", ".:/project:z", "ghcr.io/breca/mcp-codemap"]
    }
  }
}
<details> <summary>Crush / OpenCode / Continue configs</summary>

.crush.json:

{
  "mcp": {
    "codemap": {
      "type": "stdio",
      "command": "npx",
      "args": ["mcp-codemap"]
    }
  }
}
{
  "mcp": {
    "codemap": {
      "type": "stdio",
      "command": "docker",
      "args": ["run", "--rm", "-i", "-v", ".:/project:z", "ghcr.io/breca/mcp-codemap"]
    }
  }
}

opencode.json:

{
  "mcp": {
    "codemap": {
      "type": "local",
      "command": ["npx", "mcp-codemap"]
    }
  }
}
{
  "mcp": {
    "codemap": {
      "type": "local",
      "command": ["docker", "run", "--rm", "-i", "-v", ".:/project:z", "ghcr.io/breca/mcp-codemap"]
    }
  }
}

.continue/config.yaml:

mcpServers:
  - name: codemap
    command: npx
    args:
      - mcp-codemap
mcpServers:
  - name: codemap
    command: docker
    args:
      - run
      - --rm
      - -i
      - -v
      - .:/project:z
      - ghcr.io/breca/mcp-codemap
</details>

Tools

Response structure:

| Element | Meaning | |---|---| | Header line | PROJECT: <files> \| <entities> \| <languages> - project summary | | === dir/ [N files, M entities] === | Directory section with aggregate counts | | C/F/M/I/P/E | Kind prefix: Class, Function, Method, Interface, Property, Enum | | :10-342 | Line range (start-end) | | exp | Exported / public symbol | | > imports: | Files this file imports from (resolved paths) | | > used-by: | Files that import from this file |

map - structural overview

Returns files, entities, signatures, and relationships as a compact text map.

map(scope?, detail?, max_depth?)

detail controls output density (default: "signatures"):

| Level | Content | Relative size | |---|---|---| | "outline" | Files + entity counts | ~1% | | "names" | Entity names, kinds, line ranges + docstrings on top-level entities | ~8% | | "signatures" | Full signatures, docstrings, imports/used-by | ~25% | | "full" | Signatures + cross-file relationships | ~40% |

scope limits output to a directory or file prefix (e.g., "src/api").

Typical workflow:

map(detail="names")                          # orient on the whole project
map(scope="src/api", detail="signatures")    # drill into a module
map(detail="full")                           # inspect dependency graph

Example: map(scope="src/tools", detail="names")

PROJECT: 53 files | 642 entities | csharp/go/java/javascript/kotlin/php/python/ruby/rust/typescript
INDEXED: just now
C=class F=function M=method I=interface P=property E=enum V=variable T=type N=namespace

=== src/tools/ [5 files, 13 entities] ===

  src/tools/describe-entity.ts
    I DescribeEntityParams :6-9
      "Parameters for the describe-entity tool."
    F describeEntity :12-27
      "Generate or retrieve a natural-language description for a named entity."
    F formatDescribeResult :29-37

  src/tools/get-context.ts
    I GetContextParams :5-9
      "Parameters for the map tool: optional scope, depth limit, and detail level."
    F getContext :12-18
      "Build and return the compact text map of the codebase."

  src/tools/query.ts
    I QueryParams :6-8
      "Parameters for the query tool: entity name or qualified name."
    F queryEntity :11-104
      "Deep-dive on a single entity: signature, source, callers, callees, and members."

  src/tools/reindex.ts
    I ReindexParams :6-9
      "Parameters for the reindex tool: optional file paths and force flag."
    F reindex :12-52
      "Re-index changed files; auto-detects via git diff when no paths given."

  src/tools/update-context.ts
    I UpdateContextParams :6-10
      "Parameters for the update-context tool."
    F updateContext :13-55
      "Incrementally update the index; falls back to full rescan if requested."

Detail levels

outline - file list with entity counts:

PROJECT: 53 files | 642 entities | csharp/go/java/javascript/kotlin/php/python/ruby/rust/typescript
INDEXED: just now
C=class F=function M=method I=interface P=property E=enum V=variable T=type N=namespace

=== src/parser/languages/ [11 files, 162 entities] ===

  src/parser/languages/base.ts (10 entities)
  src/parser/languages/python.ts (12 entities)
  src/parser/languages/typescript.ts (10 entities)

names - adds entity names with kind prefix, line ranges, and docstrings on top-level entities:

  src/parser/languages/base.ts
    I ExtractedEntity :4-17
      "A code entity (class, function, variable, etc.) extracted from a parse tree."
    I FileParseResult :29-33
      "Complete extraction output for a single source file."
    I LanguageExtractor :45-50
      "Contract for language-specific extractors that turn parse trees into entities."
    F getDocComment :53-68
      "Extract a JSDoc-style comment immediately preceding a node."
    F getSignature :82-140
      "Build a human-readable signature string from a class, function, or interface node."

signatures - adds full signatures, docstrings, export markers, and dependency info:

  src/parser/languages/python.ts
    C class PythonExtractor implements LanguageExtractor :11-343  exp
      "Extracts classes, functions, and imports from Python source files."
      P language :12-12
      P extensions :13-13
      M extract(tree: Parser.Tree, sourceCode: string, filePath: string): FileParseResult :15-23
      M walkNode(
    node: Parser.SyntaxNode,
    sourceCode: string,
    filePath: string,
    entities: ExtractedEntity[],
    ...
  ): void :25-97
      M extractEntity(...): ExtractedEntity | null :99-171
    > imports: src/parser/languages/base.ts

  src/parser/languages/typescript.ts
    C class TypeScriptExtractor implements LanguageExtractor :15-352  exp
      "Extracts classes, functions, interfaces, and relationships from TypeScript/TSX files."
      ...
    > imports: src/parser/languages/base.ts
    > used-by: src/parser/languages/javascript.ts

full - adds a cross-file relationships section:

=== RELATIONSHIPS ===
src/parser/languages/javascript.ts -> src/parser/languages/typescript.ts [extends: TypeScriptExtractor]
src/parser/languages/python.ts -> src/parser/languages/base.ts [implements: LanguageExtractor]
src/parser/languages/typescript.ts -> src/parser/languages/base.ts [implements: LanguageExtractor]

query - deep dive on one entity

Returns signature, source code, callers, callees, and members for a single class, function, or method. Accepts simple or qualified names.

query(entity)
query(entity="UserService")             # find by name
query(entity="UserService.createUser")  # find by qualified name

Output includes the actual source code, so the agent doesn't need a separate file read to see the implementation.

Example output

class PythonExtractor [exported]
src/parser/languages/python.ts:10-342

SIGNATURE: class PythonExtractor implements LanguageExtractor

MEMBERS:
  property language :11-11
  property extensions :12-12
  method extract(tree, sourceCode, filePath): FileParseResult :14-22
  method walkNode(...): void :24-96
  method extractEntity(...): ExtractedEntity | null :98-170
  method extractDocstring(...): string | null :172-187

DEPENDS ON:
  imports ExtractedEntity (src/parser/languages/base.ts:3)
  imports FileParseResult (src/parser/languages/base.ts:26)
  implements LanguageExtractor (src/parser/languages/base.ts:40)

USED BY:
  imports ScanResult (src/parser/pipeline.ts:15)

SOURCE:
  10 | export class PythonExtractor implements LanguageExtractor {
  11 |   language = 'python';
  12 |   extensions = ['.py'];
  ...

Response structure:

| Section | Content | |---|---| | Header | Entity kind, name, export status, file location | | SIGNATURE | Full type signature | | MEMBERS | Properties and methods with signatures and line ranges | | DEPENDS ON | Entities this one imports, extends, or implements (with source locations) | | USED BY | Entities that depend on this one | | SOURCE | Full source code with line numbers |

reindex - refresh after edits

Note: map and query automatically refresh the index before returning results, so explicit reindexing is only needed for a forced full rescan.

Re-indexes changed files. Auto-detects changes via git diff when called with no arguments.

reindex(paths?, force?)
reindex()                               # auto-detect via git diff
reindex(paths=["src/foo.ts"])           # specific files
reindex(force=true)                     # full rescan, ignore cache

Example output

Git diff update (30 changed files)
  Processed: 18
  Skipped (unchanged): 11
  Errors: 1
    src/broken.js: TypeError: Cannot read properties of undefined

Configuration

Place a config.json in the .codemap/ directory to override defaults:

{
  "excludePatterns": [
    "**/node_modules/**",
    "**/dist/**",
    "**/build/**",
    "**/.git/**",
    "**/vendor/**",
    "**/__pycache__/**",
    "**/target/**",
    "**/*.min.js",
    "**/*.bundle.js",
    "**/*.generated.*",
    "**/.codemap/**"
  ],
  "maxFileSize": 1000000
}

| Option | Type | Default | Description | |---|---|---|---| | excludePatterns | string[] | See above | Glob patterns for files/directories to skip | | includePatterns | string[] | ["**/*.{ts,tsx,js,...,c,h,cpp,hpp,...}"] | Glob patterns for files to include (non-git repos only) | | languages | string[] | [] (all supported) | Restrict parsing to specific languages | | maxFileSize | number | 1000000 | Skip files larger than this (bytes) | | updateGitignore | boolean | true | Auto-add .codemap/ to .gitignore on init |

In git repos, file discovery uses git ls-files and respects .gitignore automatically - includePatterns is only used in non-git repos as a fallback. The exclude patterns act as a secondary filter in both cases.

CLI

The same binary works as a standalone CLI:

# npx
npx mcp-codemap map [-s scope] [--detail level]     # print the map
npx mcp-codemap query <entity>                      # inspect an entity
npx mcp-codemap reindex [paths...]                  # re-index
npx mcp-codemap stats                               # show project stats
npx mcp-codemap web [--port 3333]                   # interactive web UI
npx mcp-codemap install-hooks                       # git hooks for auto re-indexing
npx mcp-codemap uninstall-hooks                     # remove installed git hooks

# docker (mount your project at /project)
docker run --rm -v .:/project:z ghcr.io/breca/mcp-codemap map -p /project
docker run --rm -v .:/project:z ghcr.io/breca/mcp-codemap stats -p /project
docker run --rm -v .:/project:z ghcr.io/breca/mcp-codemap query <entity> -p /project
docker run --rm -v .:/project:z -p 3333:3333 ghcr.io/breca/mcp-codemap web -p /project

Web UI

codemap web launches an interactive graph explorer in your browser - a visualization of every entity and relationship in the index.

Web UI

codemap web [--port 3333]

Features:

  • Graph canvas - entities rendered as color-coded nodes (red = class, blue = function, purple = interface, green = enum), sized by kind, with edges drawn between them. Pan, zoom, and drag nodes to explore.
  • Layout modes - switch between five layouts via the top-right toolbar: Force (default), Clustered (grouped by file), Radial (most-connected at center), Columns (by directory), and Hierarchy (dependency depth top-to-bottom). Transitions are animated.
  • Sidebar - searchable file tree with kind filters. Type a path prefix in the exclude input to hide irrelevant directories (e.g., tests).
  • Detail panel - click any node or file to open a right-side panel showing its signature, file location, docstring, members, and incoming/outgoing edges. Click linked entities to navigate the graph.

Design decisions

Only path-resolved relationships (imports, extends, implements) are included in output. Name-based "calls" edges are excluded because global name lookup produces too many false positives (get, split, etc. matching unrelated symbols). See CONSTRAINTS.md for details.

Contract & API

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

MissingGITHUB MCP

Contract coverage

Status

missing

Auth

None

Streaming

No

Data region

Unspecified

Protocol support

MCP: self-declared

Requires: none

Forbidden: none

Guardrails

Operational confidence: low

No positive guardrails captured.
Invocation examples
curl -s "https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/snapshot"
curl -s "https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/contract"
curl -s "https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/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

Do not use if

Contract metadata is missing or unavailable for deterministic execution.
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
Machine Appendix

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/mcp-breca-mcp-codemap/snapshot",
    "contractUrl": "https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/contract",
    "trustUrl": "https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/trust"
  },
  "curlExamples": [
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/snapshot\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/contract\"",
    "curl -s \"https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/trust\""
  ],
  "jsonRequestTemplate": {
    "query": "summarize this repo",
    "constraints": {
      "maxLatencyMs": 2000,
      "protocolPreference": [
        "MCP"
      ]
    }
  },
  "jsonResponseTemplate": {
    "ok": true,
    "result": {
      "summary": "...",
      "confidence": 0.9
    },
    "meta": {
      "source": "GITHUB_MCP",
      "generatedAt": "2026-04-17T03:12:27.964Z"
    }
  },
  "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"
    },
    {
      "key": "cli",
      "type": "capability",
      "support": "supported",
      "confidenceSource": "profile",
      "notes": "Declared in agent profile metadata"
    }
  ],
  "flattenedTokens": "protocol:MCP|unknown|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": "vendor",
    "category": "vendor",
    "label": "Vendor",
    "value": "Breca",
    "href": "https://github.com/breca/mcp-codemap",
    "sourceUrl": "https://github.com/breca/mcp-codemap",
    "sourceType": "profile",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:22:21.664Z",
    "isPublic": true
  },
  {
    "factKey": "protocols",
    "category": "compatibility",
    "label": "Protocol compatibility",
    "value": "MCP",
    "href": "https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/contract",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/contract",
    "sourceType": "contract",
    "confidence": "medium",
    "observedAt": "2026-02-25T03:22:21.664Z",
    "isPublic": true
  },
  {
    "factKey": "handshake_status",
    "category": "security",
    "label": "Handshake status",
    "value": "UNKNOWN",
    "href": "https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/trust",
    "sourceUrl": "https://xpersona.co/api/v1/agents/mcp-breca-mcp-codemap/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
  }
]

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